--------------------------------------------------------------------------------------------------------------------------------------------------------
      name:  <unnamed>
       log:  /Users/AZeitz/Dropbox/Cross-Border Banking/Drafts/Sep 2020 - ISQ Final Submission/Replication Files/Zeitz&Leblang - Migrants Financial Glob
> alization.log
  log type:  text
 opened on:   5 Oct 2020, 10:32:45

. cd "/Users/AZeitz/Dropbox/Cross-Border Banking/Drafts/Sep 2020 - ISQ Final Submission/Replication Files"
/Users/AZeitz/Dropbox/Cross-Border Banking/Drafts/Sep 2020 - ISQ Final Submission/Replication Files

. do "/var/folders/wd/6lrhntn504zbm20spv6pl9q80000gn/T//SD34046.000000"

. **********************************************
. *** 1. ASSEMBLE DATA
. 
. use "working_5yr.dta", replace

. 
. *Variable transformations
. genl lndistw=log(distw)

. genl lnUNstockfromDinO=log(UNstockfromDinO+1)

. genl lnUNstockfromOinD=log(UNstockfromOinD+1)

. 
. replace instock=.1 if instock<0
(675 real changes made)

. gen lninstock=log(instock+1)
(160,095 missing values generated)

. 
. rename OECD_o oecd_o

. rename OECD_d oecd_d

. 
. 
. 
. *Dependent Variables
. replace connected=1 if connected>1 & connected~=.
(0 real changes made)

. replace connected=. if period==1
(0 real changes made)

. replace connections=. if period==1
(50,559 real changes made, 50,559 to missing)

. 
. tsset dyad period
       panel variable:  dyad (unbalanced)
        time variable:  period, 1 to 5
                delta:  1 unit

. label define yearsmig 1 "1: 1990-1994" 2 "2: 1995-1999" 3 "3: 2000-2004" 4 "4: 2005-2009" 5 "5: 2010-2014", replace

. label define yearsbank 1 "90-94" 2 "95-99" 3 "00-04" 4 "05-09" 5 "10-13", replace

. label values period yearsmig

. 
. *Create an indicator for dyads for descriptive statistics
. * Remove Chile, Israel, Korea and Mexico from OECD since they join during the time period under study
. replace oecd_d=0 if iso_d=="CHL"
(1,121 real changes made)

. replace oecd_o=0 if iso_o=="CHL"
(1,121 real changes made)

. replace oecd_d=0 if iso_d=="ISL"
(1,121 real changes made)

. replace oecd_o=0 if iso_o=="ISL"
(1,121 real changes made)

. replace oecd_d=0 if iso_d=="KOR"
(1,121 real changes made)

. replace oecd_o=0 if iso_o=="KOR"
(1,121 real changes made)

. replace oecd_d=0 if iso_d=="MEX"
(1,121 real changes made)

. replace oecd_o=0 if iso_o=="MEX"
(1,121 real changes made)

. 
. *Create indicator for dyad OECD membership
. gen oecdlink=.
(251,263 missing values generated)

. replace oecdlink=1 if oecd_o==1 & oecd_d==1
(4,500 real changes made)

. replace oecdlink=2 if oecd_o==0 & oecd_d==0
(188,511 real changes made)

. replace oecdlink=3 if oecd_o==0 & oecd_d==1
(29,126 real changes made)

. replace oecdlink=4 if oecd_o==1 & oecd_d==0
(29,126 real changes made)

. label define northsouth1 1 "North-North" 2 "South-South" 3 "South-North" 4 "North-South"

. label values oecdlink northsouth1

. 
. *Difference in PC GDP
. genl gdppc_constant_diff=gdppc_constant_d/gdppc_constant_o

. 
. *Indicator if both jurisdictions are offshore
. gen dyad_offshore=.
(251,263 missing values generated)

. replace dyad_offshore=0 if cvh_offshore_d!=. & cvh_offshore_o!=.
(251,263 real changes made)

. replace dyad_offshore=1 if cvh_offshore_d==1 & cvh_offshore_o==1
(720 real changes made)

. 
. 
. *Difference in requlatory quality 
. replace rqe_o=rqe_o+2.5
(176,736 real changes made)

. replace rqe_d=rqe_d+2.5
(176,736 real changes made)

. genl rqe_diff=rqe_d/rqe_o

. 
. *Rescale trade  
. replace trade_UN=trade_UN*100
(12,120 real changes made)

. genl lntrade_UN=log(trade_UN+1)

. 
. *Round connections variable in order to run poisson models 
. gen rconnections = round(connections)
(50,559 missing values generated)

. 
. *Create dummies for host*period and home*period
. encode iso_o, gen(code_o)

. egen push=group(code_o period)

. encode iso_d, gen(code_d)

. egen pull=group(code_d period)

. 
. 
. *Drop exclusively offshore dyads
. drop if dyad_offshore==1
(720 observations deleted)

. 
. *Set data up for analysis
. tsset dyad period
       panel variable:  dyad (unbalanced)
        time variable:  period, 1 to 5
                delta:  1 unit

. set matsize 11000
set matsize ignored.
    Matrix sizes are no longer limited by c(matsize) in modern Statas.  Matrix sizes are now limited by flavor of Stata.  See limits for more details.

. set scheme s2mono

. 
. **********************************************
. *** 2. ANALYSIS USING 5-YEAR PERIOD BANKING INVESTMENT DATA
. 
. *** 2A) Main Models
. 
. *DV: Count of banks: Table 1, Column 1
. qui ppmlhdfe connections l.(connections lndistw contig comlang_off colony comcur comrel comleg rqe_diff   trade_UN  gdppc_constant_diff lnUNstockfromO
> inD lninstock) , cl(code_o code_d) abs(push pull) d(AA)

. est store AA

. margins if e(sample), at(l.lnUNstockfromOinD=(0(1)16)) saving(fileAA,replace)

Predictive margins                              Number of obs     =     25,654
Model VCE    : Robust

Expression   : Predicted mean of connections, predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

11._at       : L.lnUNstoc~D    =          10

12._at       : L.lnUNstoc~D    =          11

13._at       : L.lnUNstoc~D    =          12

14._at       : L.lnUNstoc~D    =          13

15._at       : L.lnUNstoc~D    =          14

16._at       : L.lnUNstoc~D    =          15

17._at       : L.lnUNstoc~D    =          16

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      z    P>|z|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .0400454   .0074049     5.41   0.000     .0255322    .0545587
          2  |   .0473983   .0076149     6.22   0.000     .0324733    .0623234
          3  |   .0561014   .0077013     7.28   0.000     .0410071    .0711957
          4  |   .0664024   .0076556     8.67   0.000     .0513978     .081407
          5  |   .0785949   .0075196    10.45   0.000     .0638568    .0933329
          6  |    .093026   .0074594    12.47   0.000     .0784059    .1076462
          7  |    .110107   .0078788    13.98   0.000     .0946649    .1255491
          8  |   .1303242   .0094203    13.83   0.000     .1118608    .1487877
          9  |   .1542537   .0126676    12.18   0.000     .1294257    .1790817
         10  |   .1825769   .0179607    10.17   0.000     .1473746    .2177792
         11  |   .2161007   .0255921     8.44   0.000     .1659411    .2662604
         12  |     .25578   .0359795     7.11   0.000     .1852615    .3262985
         13  |    .302745   .0497121     6.09   0.000     .2053111    .4001789
         14  |   .3583334   .0675662     5.30   0.000     .2259061    .4907607
         15  |   .4241286   .0905279     4.69   0.000     .2466972      .60156
         16  |   .5020049   .1198286     4.19   0.000     .2671452    .7368645
         17  |   .5941803   .1569931     3.78   0.000     .2864794    .9018812
------------------------------------------------------------------------------
(note: file fileAA.dta not found)

. marginsplot, title("All Corridors") saving(fileAA,replace)

  Variables that uniquely identify margins: L.lnUNstockfromOinD
(note: file fileAA.gph not found)
(file fileAA.gph saved)

. 
. *DV: Any banking investment, for Table A3 and Figure 5
. reg connected l.(i.connected c.lndistw i.contig i.comlang_off colony comcur comrel comleg rqe_diff  c.trade_UN  c.gdppc_constant_diff c.lnUNstockfromO
> inD c.lninstock) i.push i.pull if e(sample) , cl(dyad) 
note: 1120.pull omitted because of collinearity
note: 1121.pull omitted because of collinearity

Linear regression                               Number of obs     =     25,654
                                                F(607, 11431)     =     163.40
                                                Prob > F          =     0.0000
                                                R-squared         =     0.7727
                                                Root MSE          =     .12913

                                     (Std. Err. adjusted for 11,432 clusters in dyad)
-------------------------------------------------------------------------------------
                    |               Robust
          connected |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]
--------------------+----------------------------------------------------------------
        L.connected |
                 1  |   .8451516   .0079179   106.74   0.000     .8296311    .8606722
                    |
            lndistw |
                L1. |  -.0208324   .0022822    -9.13   0.000    -.0253059    -.016359
                    |
           L.contig |
                 1  |   .0117885   .0119324     0.99   0.323     -.011601     .035178
                    |
      L.comlang_off |
                 1  |   .0103047   .0044191     2.33   0.020     .0016426    .0189668
                    |
             colony |
                L1. |   .0400329   .0120358     3.33   0.001     .0164407     .063625
                    |
             comcur |
                L1. |   .0243496   .0136813     1.78   0.075    -.0024681    .0511672
                    |
           comrelig |
                L1. |   .0058278   .0047051     1.24   0.216    -.0033949    .0150505
                    |
   comleg_posttrans |
                L1. |  -.0051015   .0023271    -2.19   0.028    -.0096631     -.00054
                    |
           rqe_diff |
                L1. |   .0002673   .0038789     0.07   0.945     -.007336    .0078705
                    |
           trade_UN |
                L1. |   .8572106   .4198368     2.04   0.041     .0342584    1.680163
                    |
gdppc_constant_diff |
                L1. |  -.0000115   .0000663    -0.17   0.862    -.0001416    .0001185
                    |
  lnUNstockfromOinD |
                L1. |   .0032801   .0005904     5.56   0.000     .0021228    .0044374
                    |
          lninstock |
                L1. |   2.23e-06   .0007729     0.00   0.998    -.0015128    .0015172
                    |
               push |
                14  |  -.0027324   .0144754    -0.19   0.850    -.0311067    .0256419
                15  |   .0035409   .0108012     0.33   0.743    -.0176313    .0247131
                38  |   .0210831    .023872     0.88   0.377    -.0257101    .0678764
                39  |   .0328333   .0233039     1.41   0.159    -.0128464     .078513
                40  |   .0044092   .0138681     0.32   0.751    -.0227747    .0315931
                43  |  -.0029837    .011616    -0.26   0.797    -.0257532    .0197857
                44  |   .0071541   .0163528     0.44   0.662    -.0249002    .0392084
                45  |   .0098309   .0125364     0.78   0.433    -.0147427    .0344045
                58  |  -.0042166   .0157964    -0.27   0.790    -.0351803    .0267471
                59  |   .0129773   .0237033     0.55   0.584    -.0334852    .0594397
                60  |   .0033407   .0174842     0.19   0.848    -.0309313    .0376128
                63  |   .0024039   .0196451     0.12   0.903    -.0361037    .0409116
                64  |   -.002854   .0211661    -0.13   0.893    -.0443431    .0386351
                65  |  -.0135165    .017752    -0.76   0.446    -.0483134    .0212805
                78  |   .0089937   .0233257     0.39   0.700    -.0367286     .054716
                79  |    .026736   .0252599     1.06   0.290    -.0227777    .0762497
                80  |  -.0294878   .0220452    -1.34   0.181    -.0727002    .0137246
                94  |  -.0041946   .0159753    -0.26   0.793    -.0355088    .0271197
                95  |  -.0037226   .0122996    -0.30   0.762     -.027832    .0203867
                99  |  -.0078709    .018915    -0.42   0.677    -.0449475    .0292058
               100  |  -.0139723   .0137102    -1.02   0.308    -.0408466    .0129019
               103  |    .008755   .0164857     0.53   0.595    -.0235597    .0410697
               104  |   .0211843   .0261069     0.81   0.417    -.0299897    .0723582
               105  |  -.0115653   .0196344    -0.59   0.556    -.0500521    .0269216
               118  |   -.021357   .0102829    -2.08   0.038    -.0415132   -.0012007
               128  |   .0143224   .0180623     0.79   0.428    -.0210828    .0497277
               129  |   .0052025   .0172734     0.30   0.763    -.0286563    .0390613
               130  |  -.0018029   .0163679    -0.11   0.912    -.0338867     .030281
               138  |  -.0311127   .0199863    -1.56   0.120    -.0702893    .0080638
               139  |   .0256572   .0209776     1.22   0.221    -.0154624    .0667769
               140  |   .0206244   .0145314     1.42   0.156    -.0078596    .0491084
               144  |   .0109819   .0192804     0.57   0.569    -.0268109    .0487748
               145  |   .0058673   .0139706     0.42   0.675    -.0215175    .0332521
               159  |   .0110054   .0189552     0.58   0.562    -.0261501    .0481609
               160  |   .0062217   .0139885     0.44   0.656    -.0211982    .0336416
               168  |   .0079251   .0199079     0.40   0.691    -.0310977    .0469479
               169  |   .0233724   .0233009     1.00   0.316    -.0223013    .0690461
               170  |     .05317   .0231626     2.30   0.022     .0077672    .0985727
               178  |   .0485496   .0318596     1.52   0.128    -.0139006    .1109999
               179  |   .0320289   .0290399     1.10   0.270    -.0248943     .088952
               180  |   .0085845   .0279599     0.31   0.759    -.0462216    .0633907
               183  |  -.0121572   .0156304    -0.78   0.437    -.0427954    .0184811
               184  |   .0061606   .0173254     0.36   0.722    -.0278001    .0401214
               185  |   .0084186   .0242468     0.35   0.728    -.0391093    .0559465
               188  |   .0152786   .0203967     0.75   0.454    -.0247024    .0552597
               189  |   .0067088   .0188676     0.36   0.722     -.030275    .0436926
               190  |    .013374    .017772     0.75   0.452    -.0214622    .0482101
               213  |  -.0076323   .0113446    -0.67   0.501    -.0298697    .0146052
               214  |   .0027327   .0203938     0.13   0.893    -.0372427    .0427081
               215  |   .0415597   .0236956     1.75   0.079    -.0048878    .0880072
               228  |  -.0059275   .0116072    -0.51   0.610    -.0286796    .0168246
               229  |    .003587   .0169062     0.21   0.832     -.029552    .0367259
               230  |    .003612   .0134823     0.27   0.789    -.0228155    .0300396
               234  |   .0071119   .0169758     0.42   0.675    -.0261637    .0403874
               235  |   .0002465    .011719     0.02   0.983    -.0227247    .0232178
               249  |   .0103967   .0209549     0.50   0.620    -.0306785    .0514719
               250  |   .0069398   .0176259     0.39   0.694      -.02761    .0414896
               253  |  -.0154215    .016578    -0.93   0.352    -.0479172    .0170742
               254  |  -.0070804   .0189636    -0.37   0.709    -.0442524    .0300915
               255  |   -.013636   .0140045    -0.97   0.330    -.0410872    .0138152
               259  |   .1107852   .0354937     3.12   0.002     .0412116    .1803589
               260  |   .0193904   .0315438     0.61   0.539    -.0424408    .0812216
               261  |  -.0601223   .0298279    -2.02   0.044      -.11859   -.0016545
               274  |  -.0096712   .0174788    -0.55   0.580    -.0439325    .0245902
               275  |   .0390504   .0256663     1.52   0.128      -.01126    .0893608
               276  |  -.0123224   .0165888    -0.74   0.458    -.0448392    .0201945
               279  |  -.0072933   .0108932    -0.67   0.503    -.0286458    .0140593
               280  |   .0008505   .0163476     0.05   0.959    -.0311935    .0328946
               281  |   .0023052   .0128102     0.18   0.857     -.022805    .0274153
               289  |  -.0032055   .0109444    -0.29   0.770    -.0246583    .0182474
               290  |   .0049498   .0160838     0.31   0.758    -.0265773    .0364768
               291  |   .0179768   .0154936     1.16   0.246    -.0123933    .0483469
               294  |   -.009119   .0144839    -0.63   0.529      -.03751    .0192719
               295  |  -.0102887   .0163098    -0.63   0.528    -.0422588    .0216813
               296  |  -.0110704   .0129365    -0.86   0.392    -.0364282    .0142874
               309  |   .0006536   .0163292     0.04   0.968    -.0313544    .0326616
               310  |   .0206025   .0265152     0.78   0.437    -.0313719    .0725769
               311  |  -.0108411   .0197515    -0.55   0.583    -.0495574    .0278752
               314  |  -.0171572   .0120637    -1.42   0.155    -.0408041    .0064897
               316  |   .0081291   .0188694     0.43   0.667    -.0288583    .0451164
               324  |  -.0099343    .016429    -0.60   0.545    -.0421379    .0222694
               325  |   -.012675   .0174742    -0.73   0.468    -.0469275    .0215775
               339  |   .0908138   .0315068     2.88   0.004     .0290551    .1525725
               340  |   .0457376   .0342103     1.34   0.181    -.0213204    .1127957
               341  |  -.0020498   .0301967    -0.07   0.946    -.0612405    .0571409
               356  |   .0126291   .0150881     0.84   0.403    -.0169461    .0422043
               359  |   .0667158    .032028     2.08   0.037     .0039353    .1294962
               360  |   .0858318   .0334169     2.57   0.010     .0203289    .1513347
               361  |   .0302997   .0305018     0.99   0.321     -.029489    .0900884
               365  |    .009246    .020138     0.46   0.646     -.030228      .04872
               366  |  -.0077461   .0133562    -0.58   0.562    -.0339265    .0184344
               404  |   .0135501   .0218566     0.62   0.535    -.0292926    .0563929
               405  |   .0128269   .0233472     0.55   0.583    -.0329377    .0585915
               406  |  -.0114083   .0227597    -0.50   0.616    -.0560212    .0332046
               419  |  -.0077915   .0176291    -0.44   0.659    -.0423475    .0267645
               420  |   .0206107   .0195411     1.05   0.292    -.0176932    .0589146
               421  |   .0078093   .0129401     0.60   0.546    -.0175554    .0331741
               434  |  -.0104865   .0147949    -0.71   0.478     -.039487    .0185141
               435  |   .0133219   .0195919     0.68   0.497    -.0250815    .0517253
               436  |   .0081516   .0143537     0.57   0.570    -.0199841    .0362874
               440  |   .0098491    .018388     0.54   0.592    -.0261946    .0458929
               441  |   .0143058   .0157198     0.91   0.363    -.0165078    .0451193
               444  |   -.025558    .011074    -2.31   0.021    -.0472649   -.0038511
               445  |  -.0244541   .0184667    -1.32   0.185     -.060652    .0117438
               454  |  -.0169991   .0159488    -1.07   0.287    -.0482616    .0142634
               455  |  -.0068938   .0189655    -0.36   0.716    -.0440694    .0302818
               456  |  -.0138856   .0138909    -1.00   0.318    -.0411141     .013343
               459  |  -.0016655   .0114445    -0.15   0.884    -.0240988    .0207678
               464  |   .0004025   .0209756     0.02   0.985    -.0407133    .0415184
               465  |  -.0022128   .0204885    -0.11   0.914    -.0423739    .0379482
               466  |  -.0014121    .020872    -0.07   0.946    -.0423247    .0395005
               469  |   .0057508    .021057     0.27   0.785    -.0355246    .0470261
               470  |  -.0031057   .0194768    -0.16   0.873    -.0412835    .0350721
               471  |  -.0322249   .0194561    -1.66   0.098    -.0703622    .0059123
               474  |  -.0044996   .0147533    -0.30   0.760    -.0334186    .0244194
               475  |   .0006508   .0172657     0.04   0.970    -.0331929    .0344945
               476  |  -.0034103   .0117336    -0.29   0.771    -.0264103    .0195896
               480  |  -.0121503   .0159721    -0.76   0.447    -.0434584    .0191579
               481  |  -.0101417   .0116367    -0.87   0.383    -.0329517    .0126683
               484  |  -.0038006   .0151527    -0.25   0.802    -.0335025    .0259012
               485  |   .0060088   .0220354     0.27   0.785    -.0371845     .049202
               486  |   .0007439   .0140068     0.05   0.958    -.0267118    .0281996
               489  |  -.0234724   .0123503    -1.90   0.057    -.0476811    .0007363
               490  |  -.0012779   .0192024    -0.07   0.947     -.038918    .0363622
               491  |  -.0064622   .0143697    -0.45   0.653    -.0346294    .0217049
               494  |   .0369529   .0328132     1.13   0.260    -.0273667    .1012724
               495  |   .0363707   .0296058     1.23   0.219    -.0216617    .0944032
               496  |   .0062401   .0173608     0.36   0.719      -.02779    .0402702
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                    |
               pull |
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                15  |   .0011076   .0046916     0.24   0.813    -.0080888     .010304
                24  |   .0183299   .0208118     0.88   0.378    -.0224649    .0591246
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                38  |  -.0067647   .0072529    -0.93   0.351    -.0209817    .0074524
                39  |   .0029787   .0194885     0.15   0.879    -.0352222    .0411796
                40  |  -.0154165   .0130937    -1.18   0.239    -.0410824    .0102495
                43  |  -.0093744   .0170142    -0.55   0.582    -.0427251    .0239764
                44  |  -.0266738   .0247975    -1.08   0.282     -.075281    .0219335
                45  |   .0053071   .0080009     0.66   0.507     -.010376    .0209902
                48  |   .0079234   .0143752     0.55   0.582    -.0202544    .0361013
                49  |   .0177698   .0260412     0.68   0.495    -.0332755     .068815
                50  |  -.0014857   .0169326    -0.09   0.930    -.0346764    .0317051
                58  |  -.0094298   .0085941    -1.10   0.273    -.0262758    .0074162
                59  |  -.0149805     .01359    -1.10   0.270    -.0416191    .0116582
                60  |   .0074473   .0149845     0.50   0.619     -.021925    .0368195
                63  |   -.007401   .0309743    -0.24   0.811     -.068116     .053314
                64  |  -.0305892   .0228036    -1.34   0.180    -.0752882    .0141098
                65  |  -.0405183   .0137773    -2.94   0.003    -.0675241   -.0135125
                69  |  -.0077554    .014949    -0.52   0.604     -.037058    .0215473
                70  |  -.0091191   .0133036    -0.69   0.493    -.0351964    .0169582
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                80  |  -.0318545   .0095282    -3.34   0.001    -.0505315   -.0131776
                84  |   -.009493    .011503    -0.83   0.409    -.0320409     .013055
                88  |  -.0114258   .0135374    -0.84   0.399    -.0379614    .0151098
                89  |   .0010349   .0151428     0.07   0.946    -.0286476    .0307173
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               120  |  -.0319694   .0162476    -1.97   0.049    -.0638174   -.0001214
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               275  |  -.0460061   .0170317    -2.70   0.007    -.0793911    -.012621
               276  |  -.0395994   .0203737    -1.94   0.052    -.0795354    .0003367
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               286  |  -.0110845   .0144184    -0.77   0.442    -.0393471     .017178
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               310  |   -.035959   .0214384    -1.68   0.094    -.0779819    .0060639
               311  |  -.0376096   .0092732    -4.06   0.000    -.0557866   -.0194326
               314  |   .0157647   .0209715     0.75   0.452    -.0253429    .0568724
               315  |   .0209721   .0239817     0.87   0.382    -.0260361    .0679802
               316  |   -.007327   .0167523    -0.44   0.662    -.0401644    .0255104
               324  |  -.0332652   .0083767    -3.97   0.000    -.0496849   -.0168455
               325  |  -.0292651   .0171273    -1.71   0.088    -.0628376    .0043074
               326  |  -.0312954   .0086978    -3.60   0.000    -.0483445   -.0142463
               339  |   -.026142   .0174424    -1.50   0.134    -.0603321    .0080481
               340  |  -.0624915   .0176226    -3.55   0.000    -.0970348   -.0279483
               341  |  -.0445439   .0104532    -4.26   0.000    -.0650339   -.0240539
               359  |   .0226543   .0317314     0.71   0.475    -.0395447    .0848533
               360  |  -.0183432   .0195814    -0.94   0.349    -.0567261    .0200397
               361  |  -.0202597    .020527    -0.99   0.324    -.0604961    .0199767
               364  |   .0198504   .0198382     1.00   0.317    -.0190359    .0587367
               365  |   .0268954   .0229717     1.17   0.242    -.0181331    .0719239
               366  |  -.0004398   .0156207    -0.03   0.978    -.0310591    .0301795
               369  |   .0246859   .0185019     1.33   0.182     -.011581    .0609529
               370  |   -.008892   .0116843    -0.76   0.447    -.0317953    .0140112
               371  |  -.0573293   .0595396    -0.96   0.336    -.1740372    .0593786
               404  |   .0252352   .0304779     0.83   0.408    -.0345068    .0849772
               405  |  -.0373634   .0128979    -2.90   0.004    -.0626454   -.0120813
               406  |  -.0401728   .0128623    -3.12   0.002    -.0653851   -.0149606
               419  |   .0017737   .0061899     0.29   0.774    -.0103597     .013907
               420  |   .0035741   .0256847     0.14   0.889    -.0467723    .0539206
               421  |   .0155382   .0245779     0.63   0.527    -.0326386     .063715
               434  |  -.0055844   .0303375    -0.18   0.854    -.0650512    .0538823
               435  |  -.0117755     .01894    -0.62   0.534    -.0489011    .0253502
               436  |  -.0386716     .02248    -1.72   0.085    -.0827362    .0053931
               439  |   .0090673   .0130511     0.69   0.487    -.0165151    .0346497
               440  |   .0123336   .0235303     0.52   0.600    -.0337898     .058457
               441  |   .0035345   .0162473     0.22   0.828    -.0283129     .035382
               444  |  -.0003918   .0144226    -0.03   0.978    -.0286626    .0278789
               445  |  -.0248989   .0238456    -1.04   0.296    -.0716404    .0218426
               446  |   .0158661   .0198654     0.80   0.424    -.0230735    .0548057
               454  |  -.0107555   .0087267    -1.23   0.218    -.0278614    .0063503
               455  |  -.0361617   .0171113    -2.11   0.035    -.0697028   -.0026206
               456  |  -.0170745   .0182711    -0.93   0.350     -.052889    .0187399
               459  |   .0478352   .0201179     2.38   0.017     .0084006    .0872698
               460  |   .0660167   .0256758     2.57   0.010     .0156878    .1163456
               461  |    .015103   .0189984     0.79   0.427    -.0221372    .0523432
               464  |  -.0209209   .0151089    -1.38   0.166     -.050537    .0086952
               465  |  -.0033459   .0156464    -0.21   0.831    -.0340155    .0273236
               466  |  -.0140726   .0113455    -1.24   0.215    -.0363116    .0081664
               469  |  -.0020845   .0153994    -0.14   0.892    -.0322699     .028101
               470  |   -.029988    .019559    -1.53   0.125     -.068327    .0083509
               471  |  -.0325325   .0135572    -2.40   0.016     -.059107    -.005958
               489  |   -.027417   .0081833    -3.35   0.001    -.0434576   -.0113763
               494  |  -.0412021   .0103875    -3.97   0.000    -.0615634   -.0208408
               495  |  -.0326379   .0167642    -1.95   0.052    -.0654986    .0002228
               496  |  -.0492054   .0138749    -3.55   0.000    -.0764026   -.0220083
               499  |   .0118754   .0145046     0.82   0.413    -.0165561     .040307
               500  |    -.00031   .0159739    -0.02   0.985    -.0316216    .0310015
               501  |  -.0121808   .0123359    -0.99   0.323    -.0363614    .0119997
               504  |  -.0078487   .0147522    -0.53   0.595    -.0367655    .0210681
               505  |  -.0094801   .0188739    -0.50   0.615    -.0464762     .027516
               506  |  -.0193251   .0067066    -2.88   0.004    -.0324712   -.0061791
               509  |   .0038543   .0153151     0.25   0.801     -.026166    .0338746
               510  |  -.0134262   .0127828    -1.05   0.294    -.0384827    .0116304
               511  |    -.00411   .0082834    -0.50   0.620    -.0203469    .0121269
               514  |   .0074548   .0061119     1.22   0.223    -.0045256    .0194351
               515  |   .0161514   .0187711     0.86   0.390    -.0206431    .0529459
               516  |   .0070455   .0149656     0.47   0.638    -.0222896    .0363806
               519  |   .0172859   .0234707     0.74   0.461    -.0287206    .0632925
               520  |  -.0025192   .0187058    -0.13   0.893    -.0391858    .0341475
               521  |   .0857237   .0754714     1.14   0.256    -.0622132    .2336606
               524  |  -.0042101   .0185339    -0.23   0.820    -.0405397    .0321195
               525  |  -.0011827   .0158153    -0.07   0.940    -.0321833    .0298179
               526  |  -.0054072   .0242051    -0.22   0.823    -.0528533    .0420389
               530  |   .0429203   .0243669     1.76   0.078     -.004843    .0906835
               531  |   .0434427   .0228093     1.90   0.057    -.0012675    .0881529
               544  |   .0268728   .0236342     1.14   0.256    -.0194543    .0731999
               545  |  -.0077237   .0123836    -0.62   0.533    -.0319977    .0165503
               546  |   .0016387   .0079188     0.21   0.836    -.0138836     .017161
               550  |  -.0146618     .01575    -0.93   0.352    -.0455345    .0162108
               551  |  -.0162067   .0065056    -2.49   0.013    -.0289587   -.0034546
               559  |   .0255585   .0194974     1.31   0.190    -.0126598    .0637767
               560  |   .0364916   .0279444     1.31   0.192    -.0182842    .0912674
               561  |  -.0371241   .0213874    -1.74   0.083    -.0790471     .004799
               589  |   .0130652   .0197757     0.66   0.509    -.0256985     .051829
               590  |   .0021177   .0238779     0.09   0.929    -.0446871    .0489224
               591  |  -.0226499   .0127826    -1.77   0.076     -.047706    .0024062
               594  |  -.0071546   .0080372    -0.89   0.373    -.0229089    .0085998
               595  |  -.0126939   .0138423    -0.92   0.359    -.0398272    .0144394
               596  |   .0089765   .0155635     0.58   0.564    -.0215307    .0394837
               599  |   -.024797   .0152646    -1.62   0.104    -.0547182    .0051242
               600  |   .0425335   .0275471     1.54   0.123    -.0114637    .0965306
               601  |  -.0063448   .0161659    -0.39   0.695    -.0380326    .0253431
               609  |  -.0075767   .0058289    -1.30   0.194    -.0190024     .003849
               610  |  -.0266247   .0155095    -1.72   0.086     -.057026    .0037766
               611  |  -.0092779   .0053767    -1.73   0.084    -.0198172    .0012614
               615  |   .0031747   .0185628     0.17   0.864    -.0332117     .039561
               616  |  -.0162775     .01965    -0.83   0.407    -.0547949    .0222399
               619  |    .006482   .0049897     1.30   0.194    -.0032987    .0162626
               620  |  -.0031697   .0114767    -0.28   0.782     -.025666    .0193266
               621  |   .0216371   .0246901     0.88   0.381    -.0267597     .070034
               629  |   .0443221   .0281308     1.58   0.115    -.0108192    .0994633
               630  |  -.0195804   .0162374    -1.21   0.228    -.0514085    .0122477
               631  |  -.0008817   .0082724    -0.11   0.915    -.0170971    .0153337
               639  |   .0277335   .0221727     1.25   0.211    -.0157289    .0711958
               640  |   .0271609   .0238919     1.14   0.256    -.0196712    .0739931
               641  |  -.0206076   .0151483    -1.36   0.174     -.050301    .0090857
               644  |  -.0017903   .0055343    -0.32   0.746    -.0126384    .0090578
               645  |  -.0011547   .0156707    -0.07   0.941     -.031872    .0295626
               660  |  -.0114482   .0115091    -0.99   0.320     -.034008    .0111116
               661  |  -.0015667   .0052829    -0.30   0.767    -.0119221    .0087888
               669  |   .0334783   .0181924     1.84   0.066     -.002182    .0691386
               670  |   .0113529    .020669     0.55   0.583    -.0291618    .0518677
               671  |   .1273057   .0860325     1.48   0.139    -.0413328    .2959441
               674  |  -.0040454    .005204    -0.78   0.437    -.0142462    .0061553
               675  |   .0049081   .0180541     0.27   0.786     -.030481    .0402973
               676  |   .0066674   .0121696     0.55   0.584     -.017187    .0305218
               689  |   .0072626   .0058952     1.23   0.218     -.004293    .0188182
               690  |   .0084978   .0165774     0.51   0.608    -.0239968    .0409924
               691  |   -.006939   .0123485    -0.56   0.574    -.0311442    .0172661
               695  |  -.0110955   .0115169    -0.96   0.335    -.0336705    .0114796
               696  |   .0066477   .0264551     0.25   0.802    -.0452088    .0585042
               699  |    .026605   .0166988     1.59   0.111    -.0061275    .0593376
               700  |   .0164927   .0169626     0.97   0.331    -.0167569    .0497423
               701  |   .0280164   .0206794     1.35   0.176    -.0125187    .0685515
               705  |  -.0206548   .0117943    -1.75   0.080    -.0437737    .0024642
               706  |  -.0100366    .016742    -0.60   0.549    -.0428538    .0227806
               716  |   .0283706   .0335737     0.85   0.398    -.0374396    .0941808
               724  |   .0150791   .0146781     1.03   0.304    -.0136926    .0438508
               725  |  -.0175179   .0145801    -1.20   0.230    -.0460975    .0110616
               726  |  -.0111298   .0179731    -0.62   0.536    -.0463601    .0241004
               729  |  -.0210009   .0143567    -1.46   0.144    -.0491424    .0071406
               730  |  -.0134371   .0184388    -0.73   0.466    -.0495804    .0227062
               731  |  -.0030987   .0160362    -0.19   0.847    -.0345324     .028335
               739  |  -.0274153   .0113915    -2.41   0.016    -.0497447    -.005086
               740  |  -.0280749   .0178498    -1.57   0.116    -.0630635    .0069137
               741  |  -.0309831   .0109962    -2.82   0.005    -.0525375   -.0094287
               744  |  -.0328787   .0089506    -3.67   0.000    -.0504234   -.0153339
               745  |  -.0382496   .0132348    -2.89   0.004    -.0641922   -.0123071
               746  |  -.0287414   .0086306    -3.33   0.001    -.0456588    -.011824
               750  |  -.0156929   .0149544    -1.05   0.294    -.0450061    .0136204
               751  |   .0038523   .0053213     0.72   0.469    -.0065784     .014283
               759  |   .0051173   .0082022     0.62   0.533    -.0109604     .021195
               760  |   -.003926   .0128648    -0.31   0.760    -.0291433    .0212913
               761  |   .0059235    .008713     0.68   0.497    -.0111555    .0230026
               766  |  -.0010239   .0128064    -0.08   0.936    -.0261266    .0240789
               769  |   .0085282   .0150532     0.57   0.571    -.0209787    .0380351
               770  |   .0410335   .0254835     1.61   0.107    -.0089185    .0909855
               771  |   .0143113    .012831     1.12   0.265    -.0108396    .0394622
               779  |   .0259652   .0336104     0.77   0.440    -.0399169    .0918474
               780  |  -.0085686   .0292211    -0.29   0.769    -.0658469    .0487097
               781  |   .0057704    .013681     0.42   0.673    -.0210467    .0325875
               789  |  -.0006743    .006503    -0.10   0.917    -.0134212    .0120726
               790  |   .0143622    .019163     0.75   0.454    -.0232006     .051925
               791  |  -.0076349   .0124025    -0.62   0.538    -.0319458     .016676
               794  |   .0011947   .0068278     0.17   0.861    -.0121889    .0145783
               795  |  -.0209131   .0155237    -1.35   0.178    -.0513422    .0095161
               796  |  -.0132426   .0105628    -1.25   0.210    -.0339475    .0074623
               809  |   .0225072   .0335499     0.67   0.502    -.0432563    .0882708
               810  |  -.0171503   .0189653    -0.90   0.366    -.0543256     .020025
               811  |  -.0075265   .0093567    -0.80   0.421    -.0258672    .0108142
               824  |   .0224058    .030043     0.75   0.456    -.0364837    .0812953
               825  |  -.0311623   .0129547    -2.41   0.016    -.0565557   -.0057689
               826  |   -.019065   .0083771    -2.28   0.023    -.0354855   -.0026444
               829  |    .020902   .0148783     1.40   0.160     -.008262     .050066
               830  |  -.0200037   .0179394    -1.12   0.265    -.0551679    .0151606
               831  |  -.0045093    .015542    -0.29   0.772    -.0349744    .0259557
               854  |   .0188657    .020908     0.90   0.367    -.0221175     .059849
               855  |   .0322266   .0248567     1.30   0.195    -.0164968    .0809499
               856  |   .0006224   .0164244     0.04   0.970    -.0315722     .032817
               869  |   .0170317   .0188726     0.90   0.367    -.0199618    .0540253
               870  |  -.0248957   .0146324    -1.70   0.089    -.0535777    .0037863
               871  |  -.0077942   .0047551    -1.64   0.101     -.017115    .0015265
               874  |   .0106716   .0128412     0.83   0.406    -.0144995    .0358426
               875  |   .0013513   .0153908     0.09   0.930    -.0288172    .0315198
               876  |  -.0113877   .0116565    -0.98   0.329    -.0342365     .011461
               879  |   .0283993    .018315     1.55   0.121    -.0075012    .0642998
               880  |   .0046102   .0135821     0.34   0.734     -.022013    .0312333
               881  |  -.0115511   .0157468    -0.73   0.463    -.0424174    .0193153
               899  |  -.0065748   .0063732    -1.03   0.302    -.0190674    .0059178
               900  |   .0311587   .0230665     1.35   0.177    -.0140555    .0763729
               901  |  -.0071558     .01191    -0.60   0.548    -.0305015    .0161898
               929  |  -.0043699   .0176314    -0.25   0.804    -.0389305    .0301907
               930  |  -.0288169   .0126194    -2.28   0.022    -.0535532   -.0040807
               931  |  -.0045121   .0142967    -0.32   0.752    -.0325362    .0235119
               934  |  -.0057754   .0143676    -0.40   0.688    -.0339384    .0223877
               935  |  -.0397889     .01589    -2.50   0.012     -.070936   -.0086417
               936  |  -.0115385    .012665    -0.91   0.362    -.0363641    .0132872
               939  |  -.0468469   .0093501    -5.01   0.000    -.0651747   -.0285191
               940  |  -.0484447    .013624    -3.56   0.000    -.0751501   -.0217393
               941  |  -.0376147   .0091985    -4.09   0.000    -.0556454    -.019584
               945  |  -.0085236   .0115329    -0.74   0.460      -.03113    .0140829
               946  |   -.008956   .0101356    -0.88   0.377    -.0288235    .0109115
               950  |  -.0148115   .0113464    -1.31   0.192    -.0370524    .0074294
               951  |  -.0056927   .0053619    -1.06   0.288     -.016203    .0048176
               969  |  -.0061144   .0059262    -1.03   0.302    -.0177307    .0055019
               970  |  -.0124401   .0114772    -1.08   0.278    -.0349375    .0100572
               974  |   .0048759   .0070116     0.70   0.487    -.0088679    .0186198
               975  |  -.0176368   .0158959    -1.11   0.267    -.0487955    .0135218
               976  |   .0143303   .0128872     1.11   0.266    -.0109307    .0395914
              1004  |   .0000357   .0062637     0.01   0.995    -.0122422    .0123137
              1005  |  -.0103268   .0121048    -0.85   0.394    -.0340542    .0134006
              1006  |  -.0016979    .006417    -0.26   0.791    -.0142763    .0108805
              1009  |  -.0046151   .0059148    -0.78   0.435    -.0162091    .0069789
              1010  |  -.0060549   .0159522    -0.38   0.704    -.0373238    .0252141
              1011  |  -.0186753   .0186998    -1.00   0.318    -.0553302    .0179795
              1014  |   .0289629   .0281599     1.03   0.304    -.0262353    .0841611
              1015  |   .0211678   .0262222     0.81   0.420    -.0302322    .0725678
              1016  |    .012907   .0253045     0.51   0.610    -.0366942    .0625082
              1029  |   .0205797   .0144469     1.42   0.154    -.0077387    .0488982
              1030  |   .0210295   .0236651     0.89   0.374    -.0253581    .0674171
              1031  |   -.079854    .082893    -0.96   0.335    -.2423384    .0826305
              1034  |   .0049713   .0070375     0.71   0.480    -.0088233     .018766
              1035  |   .0383688   .0235768     1.63   0.104    -.0078458    .0845834
              1036  |  -.1073329   .1024283    -1.05   0.295    -.3081098    .0934441
              1039  |   .0356245   .0243655     1.46   0.144    -.0121361    .0833851
              1040  |   .0542403   .0276536     1.96   0.050     .0000346    .1084461
              1041  |  -.0068395   .0120747    -0.57   0.571     -.030508     .016829
              1044  |   .0256767   .0137683     1.86   0.062    -.0013115    .0526648
              1045  |  -.0016214   .0210242    -0.08   0.939    -.0428324    .0395897
              1046  |   .0300835   .0193063     1.56   0.119    -.0077603    .0679272
              1049  |  -.0098575   .0178673    -0.55   0.581    -.0448805    .0251654
              1050  |  -.0223521   .0180912    -1.24   0.217    -.0578139    .0131096
              1051  |  -.0217371   .0117344    -1.85   0.064    -.0447386    .0012644
              1055  |   .0100066   .0178685     0.56   0.575    -.0250187    .0450319
              1056  |   .0024285   .0136991     0.18   0.859    -.0244241    .0292812
              1064  |  -.0083942   .0073423    -1.14   0.253    -.0227863    .0059979
              1065  |   .0074813   .0205575     0.36   0.716    -.0328149    .0477776
              1066  |  -.0267388   .0226727    -1.18   0.238    -.0711812    .0177035
              1074  |   .0151685   .0142739     1.06   0.288    -.0128107    .0431477
              1075  |   .0291426   .0208937     1.39   0.163    -.0118126    .0700978
              1076  |   .0122894   .0059907     2.05   0.040     .0005467    .0240322
              1105  |  -.0163402   .0242725    -0.67   0.501    -.0639184     .031238
              1106  |  -.0228976   .0131565    -1.74   0.082    -.0486867    .0028914
              1114  |  -.0008566   .0057583    -0.15   0.882    -.0121439    .0104308
              1115  |   .0475711   .0262095     1.82   0.070     -.003804    .0989461
              1116  |   .0910413   .0722599     1.26   0.208    -.0506004    .2326831
              1119  |  -.0011101   .0049273    -0.23   0.822    -.0107684    .0085483
              1120  |          0  (omitted)
              1121  |          0  (omitted)
                    |
              _cons |   .1837587   .0228297     8.05   0.000     .1390086    .2285087
-------------------------------------------------------------------------------------

. est store A

. margins if e(sample), at(l.lnUNstockfromOinD=(0(1)14)) saving(fileA, replace) 

Predictive margins                              Number of obs     =     25,654
Model VCE    : Robust

Expression   : Linear prediction, predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

11._at       : L.lnUNstoc~D    =          10

12._at       : L.lnUNstoc~D    =          11

13._at       : L.lnUNstoc~D    =          12

14._at       : L.lnUNstoc~D    =          13

15._at       : L.lnUNstoc~D    =          14

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      t    P>|t|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .0676866   .0018068    37.46   0.000      .064145    .0712282
          2  |   .0709667    .001303    54.46   0.000     .0684125    .0735209
          3  |   .0742468   .0009103    81.56   0.000     .0724625    .0760312
          4  |    .077527   .0008103    95.68   0.000     .0759387    .0791152
          5  |   .0808071    .001087    74.34   0.000     .0786764    .0829378
          6  |   .0840872   .0015504    54.23   0.000     .0810481    .0871263
          7  |   .0873673   .0020792    42.02   0.000     .0832917     .091443
          8  |   .0906474   .0026344    34.41   0.000     .0854837    .0958112
          9  |   .0939276   .0032021    29.33   0.000     .0876509    .1002043
         10  |   .0972077   .0037768    25.74   0.000     .0898044     .104611
         11  |   .1004878   .0043558    23.07   0.000     .0919498    .1090259
         12  |   .1037679   .0049374    21.02   0.000     .0940898    .1134461
         13  |   .1070481   .0055209    19.39   0.000     .0962261      .11787
         14  |   .1103282   .0061057    18.07   0.000     .0983599    .1222965
         15  |   .1136083   .0066916    16.98   0.000     .1004917    .1267249
------------------------------------------------------------------------------
(note: file fileA.dta not found)

. 
. *DV: Count of banks: Table 1, Column 2
. qui ppmlhdfe connections l.(connections lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff lnUNstockfromOi
> nD lninstock)   if  oecdlink==1 , cl(code_o code_d) abs(push pull) d(BB)

. est store BB

. margins if e(sample), at(l.lnUNstockfromOinD=(0(1)16)) saving(fileBB,replace)

Predictive margins                              Number of obs     =      1,888
Model VCE    : Robust

Expression   : Predicted mean of connections, predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

11._at       : L.lnUNstoc~D    =          10

12._at       : L.lnUNstoc~D    =          11

13._at       : L.lnUNstoc~D    =          12

14._at       : L.lnUNstoc~D    =          13

15._at       : L.lnUNstoc~D    =          14

16._at       : L.lnUNstoc~D    =          15

17._at       : L.lnUNstoc~D    =          16

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      z    P>|z|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .0514127    .046346     1.11   0.267    -.0394238    .1422493
          2  |    .066244   .0538265     1.23   0.218    -.0392541    .1717421
          3  |   .0853538   .0617733     1.38   0.167    -.0357197    .2064272
          4  |   .1099762   .0698388     1.57   0.115    -.0269053    .2468576
          5  |   .1417015   .0774421     1.83   0.067    -.0100822    .2934853
          6  |   .1825789   .0836716     2.18   0.029     .0185856    .3465722
          7  |   .2352483   .0871638     2.70   0.007     .0644104    .4060863
          8  |   .3031116   .0859892     3.52   0.000     .1345759    .4716473
          9  |   .3905516   .0777214     5.03   0.000     .2382204    .5428829
         10  |    .503216   .0609182     8.26   0.000     .3838186    .6226134
         11  |   .6483812   .0486752    13.32   0.000     .5529796    .7437828
         12  |   .8354229   .0935718     8.93   0.000     .6520256     1.01882
         13  |   1.076421   .2024793     5.32   0.000     .6795694    1.473274
         14  |   1.386942   .3776704     3.67   0.000     .6467218    2.127162
         15  |    1.78704   .6414572     2.79   0.005     .5298072    3.044273
         16  |   2.302556   1.028365     2.24   0.025     .2869978    4.318115
         17  |   2.966786   1.586664     1.87   0.062    -.1430177     6.07659
------------------------------------------------------------------------------
(note: file fileBB.dta not found)

. marginsplot, title("North->North") saving(fileBB,replace)

  Variables that uniquely identify margins: L.lnUNstockfromOinD
(note: file fileBB.gph not found)
(file fileBB.gph saved)

. 
. *DV: Any banking investment, for Table A3 and Figure 5
. reg connected l.(connected lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff lnUNstockfromOinD lninstock)
>  i.push i.pull if e(sample) , cl(dyad) 
note: 1050.pull omitted because of collinearity
note: 1051.pull omitted because of collinearity

Linear regression                               Number of obs     =      1,888
                                                F(171, 756)       =     462.23
                                                Prob > F          =     0.0000
                                                R-squared         =     0.8491
                                                Root MSE          =     .17955

                                        (Std. Err. adjusted for 757 clusters in dyad)
-------------------------------------------------------------------------------------
                    |               Robust
          connected |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]
--------------------+----------------------------------------------------------------
          connected |
                L1. |   .8772121   .0172189    50.94   0.000     .8434095    .9110147
                    |
            lndistw |
                L1. |  -.0408312   .0120483    -3.39   0.001    -.0644833   -.0171791
                    |
             contig |
                L1. |  -.0251744   .0262432    -0.96   0.338    -.0766925    .0263437
                    |
        comlang_off |
                L1. |  -.0321863   .0193597    -1.66   0.097    -.0701915    .0058189
                    |
             colony |
                L1. |   .0511145   .0261044     1.96   0.051    -.0001311    .1023602
                    |
             comcur |
                L1. |   .0048204   .0208439     0.23   0.817    -.0360985    .0457393
                    |
           comrelig |
                L1. |   .0456938   .0289764     1.58   0.115    -.0111899    .1025775
                    |
   comleg_posttrans |
                L1. |   .0025993   .0134018     0.19   0.846    -.0237099    .0289086
                    |
           rqe_diff |
                L1. |  -.7969519   .4382371    -1.82   0.069    -1.657258    .0633543
                    |
           trade_UN |
                L1. |   1.321089   2.081158     0.63   0.526    -2.764447    5.406625
                    |
gdppc_constant_diff |
                L1. |   .0091796   .0068862     1.33   0.183    -.0043387    .0226979
                    |
  lnUNstockfromOinD |
                L1. |   .0031277   .0025661     1.22   0.223    -.0019099    .0081653
                    |
          lninstock |
                L1. |   .0016456    .002761     0.60   0.551    -.0037746    .0070659
                    |
               push |
                59  |   .0080536   .0579927     0.14   0.890    -.1057922    .1218993
                60  |  -.0093565   .0323619    -0.29   0.773    -.0728863    .0541733
                63  |  -.1181313   .0362764    -3.26   0.001    -.1893457   -.0469168
                64  |  -.0759696   .0685556    -1.11   0.268    -.2105515    .0586124
                65  |  -.0884036   .0454274    -1.95   0.052    -.1775823    .0007752
                78  |   .0682585   .0745675     0.92   0.360    -.0781255    .2146424
                79  |   .1469308   .0938108     1.57   0.118    -.0372298    .3310913
                80  |  -.0034048   .0702938    -0.05   0.961     -.141399    .1345894
               168  |   -.081561   .0489392    -1.67   0.096    -.1776339    .0145119
               169  |   .0299284   .0503634     0.59   0.553    -.0689403    .1287972
               170  |  -.0166193   .0357887    -0.46   0.643    -.0868764    .0536378
               178  |  -.0804934   .0540042    -1.49   0.137    -.1865093    .0255226
               179  |  -.0581049   .0560092    -1.04   0.300    -.1680569    .0518472
               180  |  -.0395957   .0472797    -0.84   0.403    -.1324107    .0532193
               253  |  -.0319385   .0625947    -0.51   0.610    -.1548187    .0909416
               254  |   .0365363    .089044     0.41   0.682    -.1382666    .2113391
               255  |  -.0151124   .0680007    -0.22   0.824    -.1486051    .1183803
               259  |   .0827907   .0662907     1.25   0.212     -.047345    .2129264
               260  |   -.062938    .073622    -0.85   0.393    -.2074659    .0815898
               261  |  -.1468007   .0717426    -2.05   0.041    -.2876392   -.0059622
               274  |  -.1169899   .0642445    -1.82   0.069    -.2431088     .009129
               275  |   .0621442   .0811691     0.77   0.444    -.0971994    .2214878
               276  |  -.1459491   .0572173    -2.55   0.011    -.2582727   -.0336255
               309  |   .0039805   .0588326     0.07   0.946    -.1115143    .1194752
               310  |   .1044845   .0914682     1.14   0.254    -.0750774    .2840463
               311  |   .0169436    .059439     0.29   0.776    -.0997416    .1336288
               324  |  -.0922935   .0543597    -1.70   0.090    -.1990074    .0144203
               325  |  -.0862903   .0552739    -1.56   0.119    -.1947989    .0222183
               339  |   .1610751   .0978107     1.65   0.100    -.0309378    .3530879
               340  |   .0694263    .091933     0.76   0.450     -.111048    .2499007
               341  |    .034634   .0599903     0.58   0.564    -.0831335    .1524015
               359  |  -.1055729   .0828117    -1.27   0.203    -.2681411    .0569954
               360  |  -.0382872   .0539395    -0.71   0.478    -.1441763    .0676018
               361  |  -.0374768   .0592496    -0.63   0.527      -.15379    .0788364
               404  |   .2182885   .1462462     1.49   0.136    -.0688084    .5053855
               405  |   .1638895   .1145586     1.43   0.153    -.0610012    .3887802
               406  |   .0284559   .0977474     0.29   0.771    -.1634327    .2203446
               454  |   .0078434   .0777787     0.10   0.920    -.1448444    .1605312
               455  |  -.0007852   .0772693    -0.01   0.992    -.1524731    .1509027
               456  |  -.0268426   .0653136    -0.41   0.681    -.1550602     .101375
               469  |  -.1049478   .0377178    -2.78   0.006    -.1789918   -.0309038
               470  |  -.0654635   .0546579    -1.20   0.231    -.1727627    .0418358
               471  |  -.1578697   .0625252    -2.52   0.012    -.2806134   -.0351259
               490  |   .1681385   .1043139     1.61   0.107    -.0366409    .3729179
               491  |   .0831628   .0729369     1.14   0.255    -.0600201    .2263458
               494  |   .1458351    .104874     1.39   0.165    -.0600438    .3517141
               495  |   .1190793   .1100317     1.08   0.279    -.0969247    .3350833
               496  |   .0827954   .0876981     0.94   0.345    -.0893654    .2549561
               509  |   .2307638   .1211144     1.91   0.057    -.0069967    .4685242
               510  |   .2125002   .1035205     2.05   0.040     .0092783     .415722
               511  |   .1073412   .0564916     1.90   0.058    -.0035579    .2182402
               596  |  -.0585652   .0669959    -0.87   0.382    -.1900853    .0729548
               739  |  -.1107227   .0600193    -1.84   0.065     -.228547    .0071016
               740  |  -.0700881   .0744098    -0.94   0.347    -.2161624    .0759862
               741  |   -.117417   .0556347    -2.11   0.035    -.2266338   -.0082001
               744  |  -.0539591   .0562688    -0.96   0.338    -.1644207    .0565026
               745  |   .0906427   .0829275     1.09   0.275    -.0721528    .2534381
               746  |  -.0221466    .050718    -0.44   0.662    -.1217114    .0774183
               809  |   .0198027   .0945969     0.21   0.834    -.1659012    .2055066
               824  |   .0320453   .0617544     0.52   0.604    -.0891851    .1532758
               825  |   .0860845   .0790294     1.09   0.276    -.0690586    .2412277
               826  |   .0335944   .0689376     0.49   0.626    -.1017375    .1689263
               929  |   .0927593   .1196534     0.78   0.438    -.1421331    .3276516
               930  |   .0684558   .1034086     0.66   0.508    -.1345463     .271458
               931  |  -.0106795   .0706362    -0.15   0.880    -.1493458    .1279869
               939  |   .0279704   .0671671     0.42   0.677    -.1038858    .1598265
               940  |  -.0275937    .054874    -0.50   0.615    -.1353172    .0801297
               941  |   -.053116   .0440783    -1.21   0.229    -.1396464    .0334145
              1015  |   .3720289   .2356493     1.58   0.115    -.0905757    .8346336
              1016  |    .275153    .191944     1.43   0.152    -.1016535    .6519596
              1049  |   .0812822   .0622721     1.31   0.192    -.0409646    .2035289
              1050  |   .1028364   .0626339     1.64   0.101    -.0201207    .2257935
              1051  |   .0175183   .0515359     0.34   0.734    -.0836521    .1186887
                    |
               pull |
                59  |  -.0168377   .0431687    -0.39   0.697    -.1015824    .0679071
                60  |   .0632925   .0281404     2.25   0.025       .00805    .1185351
                63  |  -.0003557    .096843    -0.00   0.997    -.1904688    .1897574
                64  |   -.086661   .0792995    -1.09   0.275    -.2423344    .0690125
                65  |   -.098688   .0475953    -2.07   0.038    -.1921227   -.0052533
                78  |  -.1616464   .0456903    -3.54   0.000    -.2513413   -.0719516
                79  |    -.17839    .058896    -3.03   0.003    -.2940091   -.0627708
                80  |  -.1170935   .0345227    -3.39   0.001    -.1848652   -.0493217
               168  |  -.0075635   .0286701    -0.26   0.792    -.0638459     .048719
               169  |  -.0505922   .0414119    -1.22   0.222    -.1318881    .0307038
               170  |  -.0228294   .0372638    -0.61   0.540    -.0959822    .0503234
               178  |  -.0548463   .0428816    -1.28   0.201    -.1390275    .0293349
               179  |  -.0731468   .0702361    -1.04   0.298    -.2110278    .0647342
               180  |  -.0970946   .0484666    -2.00   0.045    -.1922398   -.0019494
               253  |  -.1570545   .0568932    -2.76   0.006     -.268742   -.0453671
               254  |  -.1978811   .0830743    -2.38   0.017    -.3609649   -.0347973
               255  |  -.0686353   .0737084    -0.93   0.352    -.2133328    .0760622
               259  |   .0363237   .0722568     0.50   0.615    -.1055241    .1781715
               260  |  -.1161157    .071239    -1.63   0.104    -.2559655    .0237341
               261  |  -.0548494   .0262514    -2.09   0.037    -.1063836   -.0033152
               274  |   .0891437   .0865297     1.03   0.303    -.0807235    .2590108
               275  |   -.077247   .0502239    -1.54   0.124    -.1758419    .0213479
               276  |  -.0525763   .0817573    -0.64   0.520    -.2130745     .107922
               309  |  -.0851331   .0594757    -1.43   0.153    -.2018901     .031624
               310  |  -.1162329    .068307    -1.70   0.089    -.2503267     .017861
               311  |  -.1240133   .0431793    -2.87   0.004    -.2087788   -.0392478
               314  |    .019823   .0870277     0.23   0.820    -.1510216    .1906676
               315  |  -.0534536   .0831749    -0.64   0.521    -.2167348    .1098277
               316  |  -.1008338   .0608186    -1.66   0.098    -.2202273    .0185597
               324  |  -.0387335   .0485669    -0.80   0.425    -.1340754    .0566085
               325  |  -.0205385   .0659406    -0.31   0.756    -.1499869    .1089099
               326  |  -.0390062   .0322598    -1.21   0.227    -.1023356    .0243233
               339  |  -.1596473   .0771795    -2.07   0.039    -.3111589   -.0081356
               340  |  -.2672591   .0813548    -3.29   0.001    -.4269673   -.1075509
               341  |  -.1416638   .0400396    -3.54   0.000    -.2202659   -.0630617
               359  |   .0980602   .0975305     1.01   0.315    -.0934027    .2895231
               360  |   -.010832   .0635213    -0.17   0.865    -.1355311    .1138671
               361  |   .0051723   .0642771     0.08   0.936    -.1210104     .131355
               404  |  -.0133731   .1397944    -0.10   0.924    -.2878044    .2610582
               405  |  -.2284447    .093666    -2.44   0.015     -.412321   -.0445684
               406  |  -.2382818   .0946428    -2.52   0.012    -.4240756   -.0524879
               454  |  -.1590979   .0624705    -2.55   0.011    -.2817341   -.0364617
               455  |  -.2180504   .0866183    -2.52   0.012    -.3880913   -.0480094
               456  |  -.1198435   .0549755    -2.18   0.030    -.2277662   -.0119207
               469  |   .0286566   .0567345     0.51   0.614    -.0827193    .1400326
               470  |  -.0564273   .0753308    -0.75   0.454    -.2043098    .0914551
               471  |  -.0366311   .0561497    -0.65   0.514    -.1468591    .0735969
               489  |  -.1224097   .0469394    -2.61   0.009    -.2145567   -.0302627
               494  |   -.232819   .0759021    -3.07   0.002    -.3818229   -.0838152
               495  |  -.2066791   .0962301    -2.15   0.032    -.3955892   -.0177691
               496  |  -.2324637   .0772745    -3.01   0.003    -.3841618   -.0807657
               509  |  -.1381399   .1022588    -1.35   0.177    -.3388849    .0626051
               510  |  -.1875969   .0946741    -1.98   0.048    -.3734522   -.0017416
               511  |  -.0701274   .0486317    -1.44   0.150    -.1655966    .0253418
               594  |  -.0333999   .0477058    -0.70   0.484    -.1270515    .0602517
               595  |  -.0402983   .0542364    -0.74   0.458    -.1467701    .0661735
               596  |  -.0224871   .0360036    -0.62   0.532    -.0931659    .0481918
               739  |  -.0115968   .0711487    -0.16   0.871    -.1512693    .1280756
               740  |  -.0253016    .071541    -0.35   0.724    -.1657442     .115141
               741  |  -.0424394   .0383918    -1.11   0.269    -.1178066    .0329277
               744  |  -.1017102   .0371394    -2.74   0.006    -.1746187   -.0288017
               745  |   -.190313   .0624947    -3.05   0.002    -.3129968   -.0676292
               746  |  -.1147686   .0362901    -3.16   0.002    -.1860099   -.0435273
               759  |   .1301789    .069025     1.89   0.060    -.0053246    .2656823
               760  |   .0180468   .0468497     0.39   0.700    -.0739241    .1100177
               761  |   .0796152   .0368596     2.16   0.031     .0072557    .1519746
               809  |  -.0396402   .1657002    -0.24   0.811    -.3649274     .285647
               810  |  -.1894612    .110719    -1.71   0.087    -.4068144    .0278921
               811  |   -.152697   .0866769    -1.76   0.079    -.3228529     .017459
               824  |  -.0779672   .0672133    -1.16   0.246    -.2099141    .0539797
               825  |    -.17744   .0693129    -2.56   0.011    -.3135086   -.0413713
               826  |  -.1287955   .0589161    -2.19   0.029    -.2444541    -.013137
               929  |  -.1856388   .1265001    -1.47   0.143    -.4339719    .0626943
               930  |  -.2317784    .094708    -2.45   0.015    -.4177004   -.0458564
               931  |  -.1333335   .0629373    -2.12   0.034    -.2568862   -.0097809
               934  |  -.1049529    .071149    -1.48   0.141     -.244626    .0347203
               935  |  -.3020405   .1129017    -2.68   0.008    -.5236786   -.0804024
               936  |  -.2104108   .0875566    -2.40   0.016    -.3822938   -.0385279
               939  |  -.1444354   .0366974    -3.94   0.000    -.2164764   -.0723945
               940  |  -.1300656   .0471664    -2.76   0.006    -.2226582   -.0374729
               941  |  -.0740312   .0270297    -2.74   0.006    -.1270933   -.0209691
              1014  |  -.1146622   .1515718    -0.76   0.450    -.4122139    .1828895
              1015  |  -.2122054   .1607573    -1.32   0.187    -.5277891    .1033783
              1016  |  -.2552204    .143831    -1.77   0.076    -.5375759    .0271352
              1049  |   .0595481   .0613563     0.97   0.332     -.060901    .1799971
              1050  |          0  (omitted)
              1051  |          0  (omitted)
                    |
              _cons |   1.186601   .4388777     2.70   0.007      .325037    2.048165
-------------------------------------------------------------------------------------

. est store B

. margins if e(sample), at(l.lnUNstockfromOinD=(0(1)16)) saving(fileB, replace) 

Predictive margins                              Number of obs     =      1,888
Model VCE    : Robust

Expression   : Linear prediction, predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

11._at       : L.lnUNstoc~D    =          10

12._at       : L.lnUNstoc~D    =          11

13._at       : L.lnUNstoc~D    =          12

14._at       : L.lnUNstoc~D    =          13

15._at       : L.lnUNstoc~D    =          14

16._at       : L.lnUNstoc~D    =          15

17._at       : L.lnUNstoc~D    =          16

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      t    P>|t|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .2385234   .0208033    11.47   0.000     .1976842    .2793625
          2  |   .2416511   .0182914    13.21   0.000      .205743    .2775591
          3  |   .2447787    .015797    15.50   0.000     .2137676    .2757899
          4  |   .2479064   .0133298    18.60   0.000     .2217387    .2740742
          5  |   .2510341   .0109083    23.01   0.000       .22962    .2724483
          6  |   .2541618   .0085714    29.65   0.000     .2373353    .2709883
          7  |   .2572895   .0064122    40.13   0.000     .2447018    .2698773
          8  |   .2604172   .0046833    55.61   0.000     .2512234     .269611
          9  |   .2635449   .0039901    66.05   0.000      .255712    .2713779
         10  |   .2666726   .0048039    55.51   0.000     .2572419    .2761033
         11  |   .2698003   .0065883    40.95   0.000     .2568669    .2827338
         12  |    .272928   .0087694    31.12   0.000     .2557128    .2901432
         13  |   .2760557   .0111162    24.83   0.000     .2542335    .2978779
         14  |   .2791834   .0135427    20.61   0.000     .2525975    .3057692
         15  |   .2823111   .0160129    17.63   0.000     .2508761    .3137461
         16  |   .2854388   .0185092    15.42   0.000     .2491033    .3217742
         17  |   .2885665   .0210223    13.73   0.000     .2472975    .3298354
------------------------------------------------------------------------------
(note: file fileB.dta not found)

. 
. *DV: Count of banks: Table 1, Column 3
. qui ppmlhdfe connections l.(connections lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff lnUNstockfromOi
> nD lninstock)  if oecdlink==2 , cl(code_o code_d) abs(push pull) d(CC)

. est store CC

. margins if e(sample), at(l.lnUNstockfromOinD=(0(1)15)) saving(fileCC,replace)

Predictive margins                              Number of obs     =     11,201
Model VCE    : Robust

Expression   : Predicted mean of connections, predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

11._at       : L.lnUNstoc~D    =          10

12._at       : L.lnUNstoc~D    =          11

13._at       : L.lnUNstoc~D    =          12

14._at       : L.lnUNstoc~D    =          13

15._at       : L.lnUNstoc~D    =          14

16._at       : L.lnUNstoc~D    =          15

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      z    P>|z|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |    .047592   .0084839     5.61   0.000     .0309639      .06422
          2  |   .0507019   .0077525     6.54   0.000     .0355073    .0658966
          3  |   .0540151   .0069062     7.82   0.000     .0404792    .0675511
          4  |   .0575449   .0059473     9.68   0.000     .0458884    .0692013
          5  |   .0613052   .0048972    12.52   0.000     .0517069    .0709036
          6  |   .0653113   .0038345    17.03   0.000     .0577958    .0728268
          7  |   .0695792   .0030159    23.07   0.000     .0636681    .0754903
          8  |    .074126   .0030351    24.42   0.000     .0681772    .0800747
          9  |   .0789699   .0042086    18.76   0.000     .0707211    .0872186
         10  |   .0841303    .006165    13.65   0.000      .072047    .0962135
         11  |   .0896279   .0086274    10.39   0.000     .0727186    .1065373
         12  |   .0954848   .0115086     8.30   0.000     .0729283    .1180413
         13  |   .1017244   .0147955     6.88   0.000     .0727259     .130723
         14  |   .1083718   .0185021     5.86   0.000     .0721082    .1446353
         15  |   .1154535   .0226559     5.10   0.000     .0710488    .1598582
         16  |    .122998   .0272915     4.51   0.000     .0695078    .1764883
------------------------------------------------------------------------------
(note: file fileCC.dta not found)

. marginsplot, title("South->South") saving(fileCC,replace)

  Variables that uniquely identify margins: L.lnUNstockfromOinD
(note: file fileCC.gph not found)
(file fileCC.gph saved)

. 
. *DV: Any banking investment, for Table A3 and Figure 5
. reg connected l.(connected lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff lnUNstockfromOinD lninstock)
>  i.push i.pull if e(sample) , cl(dyad) 
note: 1114.pull omitted because of collinearity
note: 1121.pull omitted because of collinearity

Linear regression                               Number of obs     =     11,201
                                                F(401, 5360)      =     117.74
                                                Prob > F          =     0.0000
                                                R-squared         =     0.7234
                                                Root MSE          =     .12323

                                      (Std. Err. adjusted for 5,361 clusters in dyad)
-------------------------------------------------------------------------------------
                    |               Robust
          connected |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]
--------------------+----------------------------------------------------------------
          connected |
                L1. |   .8152186   .0151867    53.68   0.000     .7854466    .8449907
                    |
            lndistw |
                L1. |  -.0231789   .0034017    -6.81   0.000    -.0298475   -.0165103
                    |
             contig |
                L1. |   .0092531   .0184668     0.50   0.616    -.0269493    .0454555
                    |
        comlang_off |
                L1. |   .0229785   .0066069     3.48   0.001     .0100264    .0359307
                    |
             colony |
                L1. |    .158548   .0469189     3.38   0.001     .0665679    .2505281
                    |
             comcur |
                L1. |   .0986646   .0448517     2.20   0.028      .010737    .1865922
                    |
           comrelig |
                L1. |  -.0070898   .0077993    -0.91   0.363    -.0223797    .0082001
                    |
   comleg_posttrans |
                L1. |  -.0035303   .0033081    -1.07   0.286    -.0100155    .0029548
                    |
           rqe_diff |
                L1. |   .0002548   .0064718     0.04   0.969    -.0124325    .0129422
                    |
           trade_UN |
                L1. |   .2119544   .7012463     0.30   0.762    -1.162774    1.586682
                    |
gdppc_constant_diff |
                L1. |  -.0003525    .000224    -1.57   0.116    -.0007917    .0000866
                    |
  lnUNstockfromOinD |
                L1. |   .0044423   .0010101     4.40   0.000     .0024621    .0064224
                    |
          lninstock |
                L1. |  -.0020682   .0019587    -1.06   0.291     -.005908    .0017716
                    |
               push |
                39  |     .01905   .0401092     0.47   0.635    -.0595804    .0976804
                40  |  -.0309152   .0275572    -1.12   0.262    -.0849386    .0231081
                43  |  -.0388258   .0293041    -1.32   0.185    -.0962738    .0186222
                44  |  -.0201048   .0336835    -0.60   0.551    -.0861382    .0459285
                45  |  -.0269549   .0301303    -0.89   0.371    -.0860225    .0321128
                94  |  -.0315624   .0338696    -0.93   0.351    -.0979606    .0348357
                95  |  -.0423611   .0304267    -1.39   0.164    -.1020098    .0172876
                99  |  -.0310197   .0351826    -0.88   0.378    -.0999918    .0379525
               100  |  -.0457727   .0297188    -1.54   0.124    -.1040336    .0124881
               103  |   -.019234   .0343213    -0.56   0.575    -.0865177    .0480497
               104  |    .013579   .0428533     0.32   0.751    -.0704309    .0975889
               105  |  -.0595525   .0375512    -1.59   0.113     -.133168    .0140631
               118  |  -.0530841   .0314123    -1.69   0.091     -.114665    .0084969
               128  |  -.0152703   .0359281    -0.43   0.671     -.085704    .0551634
               129  |   -.028012   .0332726    -0.84   0.400    -.0932399    .0372158
               130  |  -.0516345   .0321366    -1.61   0.108    -.1146352    .0113663
               138  |  -.0672277   .0365056    -1.84   0.066    -.1387935    .0043381
               139  |   .0073205   .0379068     0.19   0.847    -.0669923    .0816333
               140  |   .0058873   .0333789     0.18   0.860     -.059549    .0713236
               144  |  -.0210701    .035291    -0.60   0.551    -.0902547    .0481146
               145  |  -.0406692   .0295762    -1.38   0.169    -.0986505    .0173122
               159  |  -.0219606   .0351266    -0.63   0.532     -.090823    .0469019
               160  |  -.0418647   .0299066    -1.40   0.162    -.1004937    .0167644
               183  |  -.0531082   .0328052    -1.62   0.106    -.1174197    .0112032
               184  |  -.0236722   .0336998    -0.70   0.482    -.0897375    .0423931
               185  |  -.0325402    .042303    -0.77   0.442    -.1154714    .0503909
               188  |  -.0303815   .0333562    -0.91   0.362    -.0957732    .0350102
               189  |  -.0251806   .0347113    -0.73   0.468    -.0932288    .0428676
               190  |  -.0298528   .0336074    -0.89   0.374    -.0957369    .0360314
               213  |   -.042626   .0296621    -1.44   0.151    -.1007757    .0155236
               214  |  -.0263657   .0379605    -0.69   0.487    -.1007837    .0480522
               215  |   .0231927   .0430051     0.54   0.590    -.0611147    .1075002
               228  |  -.0478111   .0293602    -1.63   0.103     -.105369    .0097467
               229  |  -.0284774   .0337122    -0.84   0.398     -.094567    .0376122
               230  |  -.0423357   .0300921    -1.41   0.160    -.1013284     .016657
               234  |  -.0246026   .0364275    -0.68   0.499    -.0960153    .0468101
               235  |  -.0478057    .030889    -1.55   0.122    -.1083607    .0127494
               249  |  -.0227426   .0360857    -0.63   0.529    -.0934853    .0480001
               250  |   -.027962   .0344249    -0.81   0.417    -.0954488    .0395248
               279  |   -.046524   .0295278    -1.58   0.115    -.1044105    .0113625
               280  |  -.0294219   .0336734    -0.87   0.382    -.0954355    .0365918
               281  |  -.0402706   .0299496    -1.34   0.179     -.098984    .0184429
               289  |  -.0417431   .0296135    -1.41   0.159    -.0997975    .0163114
               290  |  -.0245605   .0336967    -0.73   0.466    -.0906197    .0414988
               291  |  -.0176089   .0341932    -0.51   0.607    -.0846415    .0494238
               294  |  -.0404524    .032196    -1.26   0.209    -.1035696    .0226648
               295  |  -.0411842   .0337479    -1.22   0.222    -.1073439    .0249754
               296  |  -.0525539   .0300603    -1.75   0.080    -.1114843    .0063765
               356  |  -.0286679    .032216    -0.89   0.374    -.0918244    .0344885
               365  |   -.014407   .0370356    -0.39   0.697    -.0870119    .0581978
               366  |  -.0473213   .0298647    -1.58   0.113    -.1058682    .0112256
               419  |  -.0471103    .036741    -1.28   0.200    -.1191376    .0249171
               420  |  -.0030151   .0368901    -0.08   0.935    -.0753347    .0693046
               421  |  -.0338165   .0300363    -1.13   0.260    -.0926999    .0250669
               434  |    -.03859   .0285695    -1.35   0.177    -.0945978    .0174178
               435  |  -.0155939   .0351982    -0.44   0.658    -.0845968    .0534089
               436  |  -.0355769   .0295287    -1.20   0.228    -.0934651    .0223113
               440  |  -.0188623   .0355296    -0.53   0.596    -.0885148    .0507901
               441  |  -.0238131   .0332401    -0.72   0.474    -.0889771     .041351
               444  |  -.0500737   .0292413    -1.71   0.087    -.1073986    .0072512
               445  |  -.0484607    .035479    -1.37   0.172    -.1180139    .0210926
               459  |  -.0415898   .0298656    -1.39   0.164    -.1001385    .0169589
               464  |  -.0440271   .0361922    -1.22   0.224    -.1149785    .0269243
               465  |   -.034057   .0365344    -0.93   0.351    -.1056794    .0375653
               466  |  -.0463176   .0364587    -1.27   0.204    -.1177915    .0251563
               474  |  -.0304089   .0343603    -0.89   0.376    -.0977691    .0369513
               475  |  -.0215135   .0373293    -0.58   0.564     -.094694    .0516671
               476  |  -.0376353   .0318517    -1.18   0.237    -.1000777    .0248071
               480  |  -.0413249   .0373106    -1.11   0.268     -.114469    .0318191
               481  |  -.0497907   .0304226    -1.64   0.102    -.1094314    .0098501
               485  |  -.0050295   .0371556    -0.14   0.892    -.0778696    .0678107
               486  |  -.0338718    .029711    -1.14   0.254    -.0921174    .0243738
               499  |  -.0491946   .0287773    -1.71   0.087    -.1056098    .0072205
               500  |  -.0328756   .0330506    -0.99   0.320    -.0976682    .0319171
               501  |  -.0430077   .0295248    -1.46   0.145    -.1008883    .0148728
               504  |  -.0204946   .0365841    -0.56   0.575    -.0922143    .0512252
               505  |  -.0371771   .0339192    -1.10   0.273    -.1036725    .0293183
               506  |  -.0451463   .0303024    -1.49   0.136    -.1045512    .0142587
               514  |   .0091172   .0405441     0.22   0.822    -.0703658    .0886001
               515  |  -.0058628   .0376905    -0.16   0.876    -.0797514    .0680258
               516  |  -.0380992   .0300866    -1.27   0.205    -.0970813    .0208828
               519  |  -.0495391   .0289891    -1.71   0.088    -.1063695    .0072912
               520  |   -.013597   .0367273    -0.37   0.711    -.0855975    .0584035
               521  |  -.0400696   .0295959    -1.35   0.176    -.0980896    .0179505
               544  |  -.0210406   .0300259    -0.70   0.483    -.0799035    .0378224
               545  |  -.0129445   .0400609    -0.32   0.747    -.0914802    .0655913
               546  |  -.0195511   .0302296    -0.65   0.518    -.0788134    .0397111
               550  |   .0047414   .0393553     0.12   0.904    -.0724109    .0818938
               551  |   .0672482   .0390796     1.72   0.085    -.0093636    .1438601
               559  |  -.0319783   .0364828    -0.88   0.381    -.1034995    .0395429
               560  |   .0049177   .0406281     0.12   0.904    -.0747299    .0845653
               561  |  -.0281034   .0337908    -0.83   0.406    -.0943471    .0381403
               569  |  -.0247184   .0370873    -0.67   0.505    -.0974246    .0479878
               570  |  -.0053531   .0374335    -0.14   0.886    -.0787379    .0680318
               571  |   -.027567   .0308913    -0.89   0.372    -.0881265    .0329925
               590  |  -.0270374   .0357263    -0.76   0.449    -.0970754    .0430006
               591  |  -.0453108   .0303466    -1.49   0.135    -.1048025    .0141809
               600  |  -.0361064   .0332611    -1.09   0.278    -.1013117    .0290988
               601  |  -.0597302   .0332165    -1.80   0.072    -.1248479    .0053876
               610  |  -.0034154   .0395226    -0.09   0.931    -.0808957     .074065
               611  |   .0067722   .0400842     0.17   0.866    -.0718091    .0853536
               629  |  -.0462138   .0294096    -1.57   0.116    -.1038687     .011441
               630  |    .011381   .0392419     0.29   0.772     -.065549    .0883111
               631  |  -.0306341   .0301621    -1.02   0.310    -.0897641    .0284958
               644  |  -.0166244   .0364244    -0.46   0.648     -.088031    .0547822
               645  |  -.0047051   .0383887    -0.12   0.902    -.0799625    .0705524
               646  |  -.0412577   .0302843    -1.36   0.173    -.1006272    .0181119
               689  |  -.0195578   .0343745    -0.57   0.569    -.0869458    .0478302
               690  |  -.0004143   .0383922    -0.01   0.991    -.0756787    .0748501
               691  |  -.0188314   .0342638    -0.55   0.583    -.0860025    .0483396
               695  |  -.0237334   .0355116    -0.67   0.504    -.0933505    .0458837
               696  |   .0497329   .0806384     0.62   0.537    -.1083512    .2078169
               699  |  -.0226492   .0297508    -0.76   0.447    -.0809729    .0356745
               700  |  -.0505616   .0381553    -1.33   0.185    -.1253615    .0242383
               701  |  -.0393914   .0329355    -1.20   0.232    -.1039584    .0251757
               724  |  -.0452238   .0333529    -1.36   0.175     -.110609    .0201614
               725  |   .0305859   .0436294     0.70   0.483    -.0549455    .1161173
               726  |  -.0329489   .0317377    -1.04   0.299    -.0951677    .0292699
               729  |  -.0261101   .0327936    -0.80   0.426    -.0903988    .0381786
               730  |   .0024499   .0374144     0.07   0.948    -.0708975    .0757973
               731  |  -.0257503   .0300972    -0.86   0.392     -.084753    .0332524
               764  |  -.0429529   .0361963    -1.19   0.235    -.1139124    .0280066
               765  |  -.0313197    .033956    -0.92   0.356    -.0978873    .0352478
               766  |  -.0368576   .0301701    -1.22   0.222    -.0960032     .022288
               769  |  -.0466735   .0294489    -1.58   0.113    -.1044053    .0110583
               770  |  -.0371429   .0334515    -1.11   0.267    -.1027215    .0284357
               771  |  -.0556926   .0403274    -1.38   0.167    -.1347507    .0233655
               779  |  -.0024995   .0348831    -0.07   0.943    -.0708847    .0658856
               780  |  -.0485814   .0388569    -1.25   0.211    -.1247567    .0275939
               781  |  -.1121763   .0456714    -2.46   0.014    -.2017109   -.0226417
               789  |  -.0592413    .032594    -1.82   0.069    -.1231389    .0046563
               790  |  -.0276064   .0336516    -0.82   0.412    -.0935772    .0383645
               791  |  -.0386709   .0301486    -1.28   0.200    -.0977743    .0204326
               794  |  -.0431582   .0294062    -1.47   0.142    -.1008063    .0144899
               795  |  -.0305527   .0334961    -0.91   0.362    -.0962187    .0351134
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                    |
               pull |
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              1036  |  -.0205144    .079351    -0.26   0.796    -.1760747    .1350459
              1039  |   .0074841   .0191052     0.39   0.695    -.0299699    .0449382
              1040  |   .0019098   .0268095     0.07   0.943    -.0506477    .0544672
              1041  |  -.0054884    .009429    -0.58   0.561    -.0239732    .0129963
              1044  |   .0090269   .0097723     0.92   0.356    -.0101307    .0281846
              1045  |  -.0068361   .0262525    -0.26   0.795    -.0583016    .0446294
              1046  |   .0117472   .0104206     1.13   0.260    -.0086814    .0321758
              1055  |  -.0045565   .0191554    -0.24   0.812    -.0421088    .0329959
              1056  |  -.0065058   .0191278    -0.34   0.734    -.0440041    .0309926
              1064  |  -.0123619   .0110915    -1.11   0.265    -.0341058     .009382
              1065  |   .0049653   .0289878     0.17   0.864    -.0518625    .0617931
              1066  |  -.0226073   .0181738    -1.24   0.214    -.0582354    .0130208
              1074  |   .0281247    .022769     1.24   0.217    -.0165118    .0727612
              1075  |   .0083846    .022313     0.38   0.707     -.035358    .0521271
              1076  |   .0153387   .0093865     1.63   0.102    -.0030626      .03374
              1105  |  -.0299687   .0281036    -1.07   0.286    -.0850631    .0251257
              1106  |  -.0294497   .0185524    -1.59   0.112      -.06582    .0069205
              1114  |          0  (omitted)
              1115  |    .030589   .0306958     1.00   0.319    -.0295873    .0907652
              1116  |   .1247835   .1038659     1.20   0.230    -.0788359    .3284028
              1120  |  -.0068052   .0214614    -0.32   0.751    -.0488783    .0352679
              1121  |          0  (omitted)
                    |
              _cons |    .241264   .0427104     5.65   0.000     .1575343    .3249938
-------------------------------------------------------------------------------------

. est store C

. margins if e(sample), at(l.lnUNstockfromOinD=(0(1)16)) saving(fileC, replace) 

Predictive margins                              Number of obs     =     11,201
Model VCE    : Robust

Expression   : Linear prediction, predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

11._at       : L.lnUNstoc~D    =          10

12._at       : L.lnUNstoc~D    =          11

13._at       : L.lnUNstoc~D    =          12

14._at       : L.lnUNstoc~D    =          13

15._at       : L.lnUNstoc~D    =          14

16._at       : L.lnUNstoc~D    =          15

17._at       : L.lnUNstoc~D    =          16

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      t    P>|t|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .0482552   .0019127    25.23   0.000     .0445054    .0520049
          2  |   .0526974   .0012666    41.60   0.000     .0502143    .0551805
          3  |   .0571397   .0012612    45.31   0.000     .0546672    .0596122
          4  |    .061582   .0019019    32.38   0.000     .0578534    .0653106
          5  |   .0660243   .0027721    23.82   0.000     .0605898    .0714587
          6  |   .0704665   .0037138    18.97   0.000      .063186    .0777471
          7  |   .0749088   .0046841    15.99   0.000     .0657261    .0840915
          8  |   .0793511   .0056683    14.00   0.000      .068239    .0904632
          9  |   .0837933   .0066602    12.58   0.000     .0707366    .0968501
         10  |   .0882356   .0076569    11.52   0.000      .073225    .1032462
         11  |   .0926779   .0086567    10.71   0.000     .0757073    .1096485
         12  |   .0971202   .0096586    10.06   0.000     .0781854     .116055
         13  |   .1015624   .0106621     9.53   0.000     .0806604    .1224644
         14  |   .1060047   .0116667     9.09   0.000     .0831333    .1288761
         15  |    .110447   .0126722     8.72   0.000     .0856044    .1352895
         16  |   .1148892   .0136783     8.40   0.000     .0880742    .1417043
         17  |   .1193315    .014685     8.13   0.000      .090543    .1481201
------------------------------------------------------------------------------
(note: file fileC.dta not found)

. 
. *DV: Count of banks: Table 1, Column 4
. qui ppmlhdfe connections l.(connections lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff lnUNstockfromOi
> nD lninstock)  if  oecdlink==3 , cl(code_o code_d) abs(push pull) d(DD)

. est store DD

. margins if e(sample), at(l.lnUNstockfromOinD=(0(1)12)) saving(fileDD,replace)

Predictive margins                              Number of obs     =        649
Model VCE    : Robust

Expression   : Predicted mean of connections, predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

11._at       : L.lnUNstoc~D    =          10

12._at       : L.lnUNstoc~D    =          11

13._at       : L.lnUNstoc~D    =          12

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      z    P>|z|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .0096979   .0111514     0.87   0.384    -.0121584    .0315543
          2  |   .0141534   .0144903     0.98   0.329    -.0142471    .0425538
          3  |   .0206558   .0186024     1.11   0.267    -.0158042    .0571157
          4  |   .0301455   .0235612     1.28   0.201    -.0160335    .0763245
          5  |    .043995   .0294338     1.49   0.135    -.0136943    .1016842
          6  |   .0642072   .0363916     1.76   0.078     -.007119    .1355334
          7  |   .0937054    .045116     2.08   0.038     .0052798    .1821311
          8  |   .1367557   .0579067     2.36   0.018     .0232606    .2502509
          9  |   .1995843   .0807513     2.47   0.013     .0413147     .357854
         10  |   .2912778   .1252911     2.32   0.020     .0457118    .5368437
         11  |   .4250971   .2096665     2.03   0.043     .0141583     .836036
         12  |   .6203961   .3609132     1.72   0.086    -.0869807    1.327773
         13  |   .9054196   .6210616     1.46   0.145    -.3118388    2.122678
------------------------------------------------------------------------------
(note: file fileDD.dta not found)

. marginsplot, title("South->North") saving(fileDD,replace)

  Variables that uniquely identify margins: L.lnUNstockfromOinD
(note: file fileDD.gph not found)
(file fileDD.gph saved)

. 
. *DV: Any banking investment, for Table A3 and Figure 5
. reg connected l.(connected lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff lnUNstockfromOinD lninstock)
>  i.push i.pull  if  e(sample) , cl(dyad)
note: 1015.pull omitted because of collinearity
note: 1016.pull omitted because of collinearity

Linear regression                               Number of obs     =        649
                                                F(103, 346)       =     110.71
                                                Prob > F          =     0.0000
                                                R-squared         =     0.8082
                                                Root MSE          =     .16966

                                        (Std. Err. adjusted for 347 clusters in dyad)
-------------------------------------------------------------------------------------
                    |               Robust
          connected |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]
--------------------+----------------------------------------------------------------
          connected |
                L1. |   .8800846   .0361392    24.35   0.000     .8090045    .9511646
                    |
            lndistw |
                L1. |  -.0261504   .0278726    -0.94   0.349    -.0809714    .0286706
                    |
             contig |
                L1. |  -.1223885   .1801275    -0.68   0.497    -.4766712    .2318941
                    |
        comlang_off |
                L1. |     .00016   .0363355     0.00   0.996    -.0713062    .0716262
                    |
             colony |
                L1. |   .0314491   .0669697     0.47   0.639    -.1002699    .1631681
                    |
             comcur |
                L1. |   .1447483   .1301165     1.11   0.267    -.1111705    .4006671
                    |
           comrelig |
                L1. |   .0427258   .0892303     0.48   0.632    -.1327763     .218228
                    |
   comleg_posttrans |
                L1. |   .0125993   .0163533     0.77   0.442     -.019565    .0447637
                    |
           rqe_diff |
                L1. |  -.0121812    .077681    -0.16   0.875    -.1649676    .1406052
                    |
           trade_UN |
                L1. |    -12.797   101.1142    -0.13   0.899    -211.6729    186.0789
                    |
gdppc_constant_diff |
                L1. |   .0004569   .0008983     0.51   0.611    -.0013099    .0022236
                    |
  lnUNstockfromOinD |
                L1. |   .0189492   .0072335     2.62   0.009      .004722    .0331763
                    |
          lninstock |
                L1. |   .0048371   .0039219     1.23   0.218    -.0028767    .0125509
                    |
               push |
                14  |   -.011774   .1643967    -0.07   0.943    -.3351166    .3115686
                15  |   .0503769   .2115777     0.24   0.812    -.3657634    .4665173
               103  |  -.0333704   .2652903    -0.13   0.900    -.5551551    .4884142
               104  |  -.0352467   .3212846    -0.11   0.913    -.6671634    .5966699
               105  |   .0833998   .3123165     0.27   0.790     -.530878    .6976776
               138  |  -.2729116   .2705638    -1.01   0.314    -.8050683     .259245
               139  |  -.0822856   .3033595    -0.27   0.786    -.6789465    .5143752
               140  |  -.0131548   .2878603    -0.05   0.964     -.579331    .5530215
               188  |   .0806183     .28674     0.28   0.779    -.4833545     .644591
               189  |   -.071168   .2695161    -0.26   0.792    -.6012641     .458928
               190  |  -.0008374   .2879142    -0.00   0.998    -.5671197    .5654449
               249  |   .0098834   .3329146     0.03   0.976    -.6449076    .6646744
               250  |  -.0096931   .3288996    -0.03   0.977    -.6565873    .6372011
               294  |  -.1759998   .2260853    -0.78   0.437    -.6206742    .2686747
               295  |  -.0814147   .2651751    -0.31   0.759    -.6029727    .4401433
               459  |  -.1406265   .2277068    -0.62   0.537    -.5884903    .3072373
               464  |  -.0932717   .2583595    -0.36   0.718    -.6014244    .4148811
               465  |   -.087189   .2765492    -0.32   0.753    -.6311181    .4567402
               466  |  -.0221857   .2780888    -0.08   0.936    -.5691429    .5247716
               484  |   -.030908    .295627    -0.10   0.917    -.6123602    .5505442
               504  |  -.1065163   .2491765    -0.43   0.669    -.5966076     .383575
               505  |   .0288927   .3240548     0.09   0.929    -.6084725     .666258
               506  |  -.0226534   .3133813    -0.07   0.942    -.6390256    .5937187
               544  |  -.1145172   .2486702    -0.46   0.645    -.6036127    .3745782
               545  |  -.0251288    .311997    -0.08   0.936    -.6387783    .5885206
               546  |   .0367236   .3151332     0.12   0.907    -.5830942    .6565414
               551  |   .1011157   .3034473     0.33   0.739    -.4957178    .6979493
               559  |  -.1241643   .2177485    -0.57   0.569    -.5524416     .304113
               560  |  -.0681777   .2807453    -0.24   0.808    -.6203598    .4840044
               561  |   .1230295   .3034595     0.41   0.685    -.4738278    .7198869
               570  |   .0608924   .1589674     0.38   0.702    -.2517717    .3735565
               571  |   .0524326   .1983552     0.26   0.792     -.337701    .4425662
               600  |  -.0030073   .3224655    -0.01   0.993    -.6372467     .631232
               601  |  -.0044494   .3159501    -0.01   0.989     -.625874    .6169751
               699  |  -.1411202   .2641259    -0.53   0.593    -.6606146    .3783742
               700  |  -.0242201   .3121514    -0.08   0.938    -.6381732     .589733
               725  |  -.0357726   .2033443    -0.18   0.860    -.4357191    .3641739
               726  |    .031439   .2434039     0.13   0.897    -.4472985    .5101765
               769  |  -.1684709   .2191588    -0.77   0.443    -.5995221    .2625803
               770  |  -.0609181   .2449839    -0.25   0.804    -.5427631    .4209269
               771  |  -.0018006   .2703024    -0.01   0.995    -.5334432     .529842
               841  |   .1900534   .3269049     0.58   0.561    -.4529175    .8330243
               854  |  -.1539174    .215906    -0.71   0.476    -.5785708    .2707361
               855  |  -.0154823   .2824923    -0.05   0.956    -.5711004    .5401359
               856  |   .1986747   .2874524     0.69   0.490    -.3666993    .7640488
              1041  |   .0002316   .2691561     0.00   0.999    -.5291564    .5296197
              1105  |  -.0516339    .310145    -0.17   0.868    -.6616408    .5583729
              1106  |    .018298   .3092341     0.06   0.953    -.5899172    .6265133
                    |
               pull |
                59  |  -.0669828   .1169719    -0.57   0.567    -.2970482    .1630827
                60  |  -.0756328   .1285984    -0.59   0.557    -.3285658    .1773002
                63  |    .062547    .053463     1.17   0.243    -.0426064    .1677004
                64  |  -.0471843    .100935    -0.47   0.640    -.2457076     .151339
                65  |  -.1324011   .1291157    -1.03   0.306    -.3863515    .1215493
                78  |  -.0594185   .1301584    -0.46   0.648    -.3154197    .1965827
                79  |  -.0352227   .0924256    -0.38   0.703    -.2170095    .1465641
                80  |  -.1359982     .12497    -1.09   0.277    -.3817947    .1097983
               168  |  -.0006338   .0325987    -0.02   0.985    -.0647503    .0634828
               169  |  -.0849812   .1155556    -0.74   0.463    -.3122611    .1422987
               170  |   -.162156   .1277632    -1.27   0.205    -.4134463    .0891343
               178  |   .0071059   .0469547     0.15   0.880    -.0852466    .0994585
               179  |  -.0699696   .1093455    -0.64   0.523    -.2850352    .1450959
               180  |  -.1457479   .1274976    -1.14   0.254    -.3965157    .1050199
               254  |   .0572364   .1094143     0.52   0.601    -.1579645    .2724373
               255  |  -.1050706   .1217977    -0.86   0.389    -.3446277    .1344866
               274  |   .1336828   .0892361     1.50   0.135    -.0418306    .3091962
               309  |   .0399163   .0479073     0.83   0.405    -.0543098    .1341425
               310  |  -.0616567   .1189547    -0.52   0.605     -.295622    .1723086
               311  |  -.1662608   .1255215    -1.32   0.186    -.4131419    .0806203
               315  |    .179846    .125454     1.43   0.153    -.0669024    .4265944
               316  |   .0365949   .1490138     0.25   0.806    -.2564921    .3296819
               359  |   .1667617   .1115867     1.49   0.136    -.0527119    .3862352
               360  |  -.0945727   .1116941    -0.85   0.398    -.3142577    .1251122
               361  |  -.1769106   .1259423    -1.40   0.161    -.4246194    .0707982
               405  |  -.0632991   .0936918    -0.68   0.500    -.2475762     .120978
               406  |  -.1561615   .1238984    -1.26   0.208    -.3998504    .0875274
               454  |   .0832822   .0628431     1.33   0.186    -.0403203    .2068848
               455  |  -.0092038    .089525    -0.10   0.918    -.1852855     .166878
               456  |  -.0418088   .1368997    -0.31   0.760    -.3110692    .2274517
               495  |  -.0935491   .0937802    -1.00   0.319    -.2780001    .0909018
               496  |  -.1966917   .1261706    -1.56   0.120    -.4448496    .0514662
               595  |   .0275298   .1075171     0.26   0.798    -.1839397    .2389992
               596  |  -.0043773   .1479619    -0.03   0.976    -.2953952    .2866406
               739  |   .0104311   .0462059     0.23   0.822    -.0804487    .1013109
               740  |  -.0925119   .1144699    -0.81   0.420    -.3176564    .1326325
               741  |  -.1733945   .1295491    -1.34   0.182    -.4281973    .0814083
               824  |   .1656852   .1214522     1.36   0.173    -.0731924    .4045628
               825  |  -.0302604   .0917399    -0.33   0.742    -.2106983    .1501776
               826  |  -.1199908   .1222545    -0.98   0.327    -.3604463    .1204647
               931  |  -.0185381   .1400126    -0.13   0.895    -.2939211    .2568449
               936  |  -.0030919   .1325247    -0.02   0.981    -.2637473    .2575636
              1015  |          0  (omitted)
              1016  |          0  (omitted)
                    |
              _cons |   .1821325   .4211553     0.43   0.666    -.6462143    1.010479
-------------------------------------------------------------------------------------

. est store D

. margins if e(sample), at(l.lnUNstockfromOinD=(0(1)16)) saving(fileD, replace) 

Predictive margins                              Number of obs     =        649
Model VCE    : Robust

Expression   : Linear prediction, predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

11._at       : L.lnUNstoc~D    =          10

12._at       : L.lnUNstoc~D    =          11

13._at       : L.lnUNstoc~D    =          12

14._at       : L.lnUNstoc~D    =          13

15._at       : L.lnUNstoc~D    =          14

16._at       : L.lnUNstoc~D    =          15

17._at       : L.lnUNstoc~D    =          16

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      t    P>|t|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .0190425   .0470738     0.40   0.686    -.0735443    .1116294
          2  |   .0379917   .0399103     0.95   0.342    -.0405057    .1164891
          3  |   .0569409   .0327777     1.74   0.083    -.0075277    .1214094
          4  |     .07589   .0257014     2.95   0.003     .0253394    .1264407
          5  |   .0948392   .0187455     5.06   0.000     .0579697    .1317087
          6  |   .1137884   .0121191     9.39   0.000      .089952    .1376248
          7  |   .1327375   .0068555    19.36   0.000     .1192537    .1462213
          8  |   .1516867   .0071952    21.08   0.000     .1375349    .1658385
          9  |   .1706359    .012696    13.44   0.000     .1456647     .195607
         10  |    .189585   .0193715     9.79   0.000     .1514843    .2276857
         11  |   .2085342   .0263432     7.92   0.000     .1567212    .2603472
         12  |   .2274834   .0334264     6.81   0.000     .1617388    .2932279
         13  |   .2464325   .0405627     6.08   0.000     .1666521    .3262129
         14  |   .2653817   .0477282     5.56   0.000     .1715078    .3592556
         15  |   .2843309   .0549115     5.18   0.000     .1763284    .3923333
         16  |     .30328   .0621065     4.88   0.000     .1811262    .4254339
         17  |   .3222292   .0693095     4.65   0.000     .1859081    .4585502
------------------------------------------------------------------------------
(note: file fileD.dta not found)

. 
. *DV: Count of banks: Table 1, Column 5
. qui ppmlhdfe connections l.(connections lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff lnUNstockfromOi
> nD lninstock)  if  oecdlink==4 , cl(code_o code_d) abs(push pull) d(EE)

. est store EE

. margins if e(sample), at(l.lnUNstockfromOinD=(0(1)13)) saving(fileEE, replace) 

Predictive margins                              Number of obs     =      4,999
Model VCE    : Robust

Expression   : Predicted mean of connections, predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

11._at       : L.lnUNstoc~D    =          10

12._at       : L.lnUNstoc~D    =          11

13._at       : L.lnUNstoc~D    =          12

14._at       : L.lnUNstoc~D    =          13

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      z    P>|z|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .1161198   .0219336     5.29   0.000     .0731308    .1591088
          2  |   .1324061   .0216397     6.12   0.000     .0899931    .1748191
          3  |   .1509766   .0209699     7.20   0.000     .1098764    .1920767
          4  |   .1721517    .019944     8.63   0.000     .1330621    .2112412
          5  |   .1962966   .0187256    10.48   0.000     .1595952    .2329981
          6  |   .2238281   .0178043    12.57   0.000     .1889322    .2587239
          7  |   .2552209   .0182325    14.00   0.000     .2194858     .290956
          8  |   .2910166   .0214411    13.57   0.000     .2489928    .3330404
          9  |   .3318329   .0283553    11.70   0.000     .2762575    .3874084
         10  |   .3783739   .0391834     9.66   0.000     .3015758     .455172
         11  |   .4314424   .0540514     7.98   0.000     .3255036    .5373811
         12  |   .4919539   .0733244     6.71   0.000     .3482408    .6356671
         13  |   .5609525   .0976182     5.75   0.000     .3696244    .7522806
         14  |   .6396284   .1277674     5.01   0.000     .3892089    .8900479
------------------------------------------------------------------------------
(note: file fileEE.dta not found)

. marginsplot, title("North->South") saving(fileEE,replace)

  Variables that uniquely identify margins: L.lnUNstockfromOinD
(note: file fileEE.gph not found)
(file fileEE.gph saved)

. 
. *DV: Any banking investment, for Table A3 and Figure 5
. reg connected l.(connected lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff lnUNstockfromOinD lninstock)
>  i.push i.pull if e(sample) , cl(dyad) 
note: 1120.pull omitted because of collinearity
note: 1121.pull omitted because of collinearity

Linear regression                               Number of obs     =      4,999
                                                F(307, 2257)      =     133.61
                                                Prob > F          =     0.0000
                                                R-squared         =     0.7742
                                                Root MSE          =     .17708

                                      (Std. Err. adjusted for 2,258 clusters in dyad)
-------------------------------------------------------------------------------------
                    |               Robust
          connected |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]
--------------------+----------------------------------------------------------------
          connected |
                L1. |   .7980646    .014542    54.88   0.000     .7695476    .8265816
                    |
            lndistw |
                L1. |  -.0567947   .0099859    -5.69   0.000    -.0763772   -.0372122
                    |
             contig |
                L1. |    .045298   .0563915     0.80   0.422    -.0652866    .1558825
                    |
        comlang_off |
                L1. |   .0233932   .0134738     1.74   0.083    -.0030292    .0498156
                    |
             colony |
                L1. |   .0682713    .026375     2.59   0.010     .0165495    .1199931
                    |
             comcur |
                L1. |   .0102772   .0736998     0.14   0.889    -.1342493    .1548037
                    |
           comrelig |
                L1. |  -.0131129   .0135912    -0.96   0.335    -.0397654    .0135396
                    |
   comleg_posttrans |
                L1. |  -.0152029   .0082244    -1.85   0.065    -.0313311    .0009253
                    |
           rqe_diff |
                L1. |  -.0896098   .1201281    -0.75   0.456    -.3251828    .1459632
                    |
           trade_UN |
                L1. |   .8903011   1.808085     0.49   0.622    -2.655381    4.435984
                    |
gdppc_constant_diff |
                L1. |   .0035387   .0072423     0.49   0.625    -.0106636     .017741
                    |
  lnUNstockfromOinD |
                L1. |   .0033049   .0018232     1.81   0.070    -.0002705    .0068803
                    |
          lninstock |
                L1. |   .0032897   .0027541     1.19   0.232    -.0021112    .0086906
                    |
               push |
                59  |   .0249289   .0279558     0.89   0.373    -.0298929    .0797506
                60  |   .0044208    .032218     0.14   0.891    -.0587592    .0676007
                63  |  -.0026282   .0276755    -0.09   0.924    -.0569004     .051644
                64  |  -.0154733   .0261905    -0.59   0.555    -.0668333    .0358866
                65  |  -.0228608    .032374    -0.71   0.480    -.0863468    .0406252
                78  |  -.0133625   .0294865    -0.45   0.650    -.0711859     .044461
                79  |  -.0250596   .0273398    -0.92   0.359    -.0786733    .0285541
                80  |  -.0579162   .0301387    -1.92   0.055    -.1170188    .0011863
               168  |   .0245041   .0225906     1.08   0.278    -.0197963    .0688046
               169  |   .0108767   .0306015     0.36   0.722    -.0491332    .0708867
               170  |   .0789099   .0380589     2.07   0.038     .0042758    .1535441
               178  |   .0501409   .0434696     1.15   0.249    -.0351036    .1353854
               179  |   .0188086   .0404533     0.46   0.642    -.0605209    .0981382
               180  |  -.0011569    .042794    -0.03   0.978    -.0850766    .0827629
               253  |   -.019354   .0272799    -0.71   0.478    -.0728503    .0341423
               254  |  -.0308058   .0240019    -1.28   0.199    -.0778739    .0162624
               255  |  -.0250742   .0244683    -1.02   0.306     -.073057    .0229085
               259  |   .0889635   .0450881     1.97   0.049      .000545    .1773819
               260  |   .0180124   .0393678     0.46   0.647    -.0591885    .0952132
               261  |  -.0470203   .0387758    -1.21   0.225    -.1230602    .0290196
               275  |  -.0281597   .0276425    -1.02   0.308    -.0823671    .0260478
               276  |  -.0301315   .0309319    -0.97   0.330    -.0907894    .0305264
               309  |  -.0161819   .0216696    -0.75   0.455    -.0586764    .0263126
               310  |  -.0211124   .0314842    -0.67   0.503    -.0828534    .0406285
               311  |  -.0166954   .0283387    -0.59   0.556     -.072268    .0388773
               314  |  -.0309862    .020181    -1.54   0.125    -.0705614     .008589
               316  |  -.0012534    .031212    -0.04   0.968    -.0624606    .0599538
               325  |  -.0464741   .0268207    -1.73   0.083      -.09907    .0061218
               339  |   .0737551   .0349953     2.11   0.035     .0051287    .1423814
               340  |   .0460534   .0449497     1.02   0.306    -.0420937    .1342004
               341  |  -.0261723   .0485388    -0.54   0.590    -.1213576     .069013
               359  |    .061076   .0439025     1.39   0.164    -.0250176    .1471696
               360  |   .0945535   .0465409     2.03   0.042      .003286     .185821
               361  |   .0196026   .0495439     0.40   0.692    -.0775537    .1167589
               404  |   .0067608   .0339937     0.20   0.842    -.0599014     .073423
               405  |  -.0167465   .0298967    -0.56   0.575    -.0753744    .0418814
               406  |   .0185814   .0293102     0.63   0.526    -.0388964    .0760591
               455  |  -.0349761   .0245059    -1.43   0.154    -.0830325    .0130802
               456  |  -.0270259   .0249781    -1.08   0.279    -.0760084    .0219565
               469  |  -.0065371   .0277519    -0.24   0.814    -.0609589    .0478847
               470  |  -.0268216   .0272712    -0.98   0.325    -.0803007    .0266576
               471  |  -.0360516   .0327065    -1.10   0.270    -.1001895    .0280863
               489  |  -.0424671   .0212257    -2.00   0.046     -.084091   -.0008432
               490  |  -.0448242   .0237414    -1.89   0.059    -.0913814     .001733
               491  |  -.0283417   .0243186    -1.17   0.244    -.0760308    .0193474
               494  |   .0285915   .0359856     0.79   0.427    -.0419767    .0991598
               495  |   .0292506   .0373437     0.78   0.434     -.043981    .1024822
               496  |   .0098447   .0270895     0.36   0.716    -.0432781    .0629676
               509  |  -.0038968   .0264343    -0.15   0.883    -.0557348    .0479412
               510  |   .0314047   .0300654     1.04   0.296    -.0275541    .0903635
               511  |   .0314289    .025865     1.22   0.224    -.0192928    .0821507
               594  |  -.0261036   .0207999    -1.25   0.210    -.0668925    .0146853
               595  |  -.0238055   .0288468    -0.83   0.409    -.0803745    .0327636
               596  |  -.0247274   .0320849    -0.77   0.441    -.0876464    .0381915
               739  |    .037772   .0258292     1.46   0.144    -.0128794    .0884235
               740  |   .0460486   .0449184     1.03   0.305    -.0420371    .1341343
               741  |  -.1942832   .0659189    -2.95   0.003    -.3235511   -.0650153
               745  |   .0078206   .0299914     0.26   0.794    -.0509931    .0666342
               746  |  -.0080762   .0262541    -0.31   0.758    -.0595609    .0434086
               809  |  -.0107352   .0297194    -0.36   0.718    -.0690155     .047545
               810  |   -.040618   .0231006    -1.76   0.079    -.0859186    .0046826
               811  |  -.0244194   .0222819    -1.10   0.273    -.0681146    .0192758
               824  |    .000227   .0240984     0.01   0.992    -.0470304    .0474844
               825  |  -.0222819   .0220577    -1.01   0.313    -.0655373    .0209735
               826  |   .0346837   .0373165     0.93   0.353    -.0384945    .1078619
               934  |  -.0015846   .0281381    -0.06   0.955    -.0567638    .0535947
               935  |  -.0328177   .0231938    -1.41   0.157    -.0783012    .0126658
               936  |  -.0110527   .0229911    -0.48   0.631    -.0561385    .0340332
               939  |   -.014695   .0238161    -0.62   0.537    -.0613986    .0320087
               940  |   -.019121   .0279361    -0.68   0.494    -.0739041    .0356621
               941  |  -.0168633   .0286826    -0.59   0.557    -.0731103    .0393838
              1014  |   .0011837   .0365557     0.03   0.974    -.0705025      .07287
              1015  |   .0013346   .0368553     0.04   0.971    -.0709392    .0736083
              1016  |   .0223385   .0289675     0.77   0.441    -.0344673    .0791443
              1049  |   .0924786   .0295391     3.13   0.002     .0345519    .1504053
              1050  |    .108498   .0370292     2.93   0.003     .0358831    .1811129
              1051  |   .0751225   .0345322     2.18   0.030     .0074044    .1428406
                    |
               pull |
                14  |    .010322   .0173683     0.59   0.552    -.0237374    .0443815
                15  |   .0213453   .0339698     0.63   0.530      -.04527    .0879606
                24  |   .0543992   .0717352     0.76   0.448    -.0862747    .1950732
                25  |  -.0316019   .0811122    -0.39   0.697    -.1906643    .1274604
                38  |   .0200353   .0668682     0.30   0.764    -.1110942    .1511649
                39  |   .0658978   .0903753     0.73   0.466    -.1113295    .2431251
                40  |   .0105134   .0917374     0.11   0.909    -.1693851    .1904118
                43  |   .1173184   .0727586     1.61   0.107    -.0253623    .2599991
                44  |   .0085608   .0701803     0.12   0.903    -.1290639    .1461854
                45  |   .0889625   .0537914     1.65   0.098    -.0165232    .1944482
                48  |   .0432959   .0664493     0.65   0.515    -.0870121     .173604
                49  |   .0503176   .0886999     0.57   0.571    -.1236243    .2242595
                50  |   .0281801   .0789918     0.36   0.721    -.1267239    .1830842
                69  |  -.0141217   .0396257    -0.36   0.722    -.0918282    .0635849
                70  |   .0248052   .0617609     0.40   0.688    -.0963088    .1459192
                84  |   .0128114   .0487602     0.26   0.793    -.0828081    .1084309
                88  |  -.0314951   .0587586    -0.54   0.592    -.1467216    .0837315
                89  |   .0130538   .0535729     0.24   0.808    -.0920035    .1181111
                94  |   .0152453   .0312633     0.49   0.626    -.0460625    .0765531
                98  |   .1076957   .0929472     1.16   0.247    -.0745751    .2899665
                99  |    .069502   .0911533     0.76   0.446    -.1092511     .248255
               100  |     .05526   .0954121     0.58   0.563    -.1318446    .2423646
               103  |   .0380695   .0773156     0.49   0.622    -.1135476    .1896866
               113  |  -.0135735   .0478097    -0.28   0.777    -.1073291     .080182
               114  |  -.0322957   .0519034    -0.62   0.534    -.1340791    .0694878
               115  |   -.054949   .0726494    -0.76   0.450    -.1974157    .0875177
               118  |   .0652436   .0744301     0.88   0.381    -.0807149    .2112021
               119  |   -.055733   .0240777    -2.31   0.021    -.1029496   -.0085163
               120  |  -.0985261   .0484915    -2.03   0.042    -.1936188   -.0034335
               133  |   .0575213   .0578131     0.99   0.320     -.055851    .1708937
               134  |   .0601356   .0594525     1.01   0.312    -.0564517    .1767229
               138  |   .1288113   .0686602     1.88   0.061    -.0058325    .2634551
               139  |   .0803752   .0782588     1.03   0.305    -.0730915    .2338419
               140  |   .1203597   .0754435     1.60   0.111    -.0275862    .2683056
               143  |   .0554352   .0940071     0.59   0.555    -.1289142    .2397847
               144  |    .059015    .096733     0.61   0.542    -.1306798    .2487099
               145  |   .0684594    .097337     0.70   0.482      -.12242    .2593387
               159  |   .0627074   .0818832     0.77   0.444    -.0978669    .2232817
               160  |   .0700022   .0848254     0.83   0.409    -.0963417    .2363461
               183  |   .1730209   .1213552     1.43   0.154    -.0649585    .4110002
               184  |   .1341847   .1150839     1.17   0.244    -.0914966     .359866
               185  |   .1474179   .1194226     1.23   0.217    -.0867717    .3816074
               188  |   .0355407   .0473031     0.75   0.453    -.0572214    .1283029
               189  |   .1959924   .0810761     2.42   0.016      .037001    .3549839
               190  |   .0754869   .0757196     1.00   0.319    -.0730003    .2239742
               193  |   .0163516   .0435235     0.38   0.707    -.0689987    .1017019
               194  |   .0614627   .0512912     1.20   0.231      -.03912    .1620455
               195  |   .0375634   .0416081     0.90   0.367    -.0440308    .1191577
               198  |  -.0010252   .0271169    -0.04   0.970    -.0542019    .0521515
               199  |   .0497745   .0496934     1.00   0.317     -.047675     .147224
               200  |   .0166509   .0430449     0.39   0.699    -.0677609    .1010627
               213  |   .0769213   .0540208     1.42   0.155    -.0290143    .1828569
               214  |   .0324444   .0728783     0.45   0.656    -.1104711    .1753598
               215  |   .0748844   .0910212     0.82   0.411    -.1036096    .2533784
               228  |   .0264382   .0798903     0.33   0.741     -.130228    .1831045
               229  |   .0688564   .0772469     0.89   0.373     -.082626    .2203389
               230  |   .0770668   .0833645     0.92   0.355    -.0864123    .2405458
               248  |  -.0335635   .1168493    -0.29   0.774    -.2627069    .1955798
               249  |  -.0210455   .1062908    -0.20   0.843    -.2294835    .1873925
               250  |   -.061807    .119226    -0.52   0.604     -.295611     .171997
               279  |    .024093   .0486155     0.50   0.620    -.0712428    .1194288
               280  |   .0297696   .0536632     0.55   0.579    -.0754648    .1350041
               281  |   .0435229   .0624361     0.70   0.486    -.0789153    .1659612
               284  |  -.0165894   .0505215    -0.33   0.743    -.1156629     .082484
               285  |  -.0446977   .0443577    -1.01   0.314    -.1316838    .0422884
               286  |  -.0533874   .0523091    -1.02   0.308    -.1559665    .0491917
               289  |   .0583999   .0471767     1.24   0.216    -.0341143    .1509141
               290  |   .0176912   .0516735     0.34   0.732    -.0836413    .1190238
               291  |   .0504491   .0380834     1.32   0.185     -.024233    .1251313
               294  |  -.0307385   .0501107    -0.61   0.540    -.1290064    .0675295
               295  |   .0428511   .0708686     0.60   0.545    -.0961232    .1818254
               296  |  -.0052378   .0634746    -0.08   0.934    -.1297125    .1192369
               364  |   .0383429   .0582054     0.66   0.510    -.0757988    .1524845
               365  |   .0317258   .0581883     0.55   0.586    -.0823824    .1458339
               366  |   .0210683   .0813478     0.26   0.796     -.138456    .1805925
               369  |   .0749905   .0632533     1.19   0.236    -.0490503    .1990313
               370  |   .0323553   .0527685     0.61   0.540    -.0711246    .1358352
               371  |  -.1010707   .1225077    -0.83   0.409    -.3413102    .1391689
               419  |   .0627157   .0502637     1.25   0.212    -.0358521    .1612836
               420  |   .0636153   .0750097     0.85   0.396      -.08348    .2107105
               421  |   .0669745    .061383     1.09   0.275    -.0533985    .1873475
               434  |  -.0208197   .1193299    -0.17   0.862    -.2548276    .2131881
               435  |   .1037084   .1150526     0.90   0.367    -.1219116    .3293284
               436  |   .0376753   .1314786     0.29   0.774    -.2201564     .295507
               439  |   .0457289   .0408046     1.12   0.263    -.0342895    .1257473
               440  |    .090012   .0609196     1.48   0.140    -.0294524    .2094763
               441  |   .0638026   .0579277     1.10   0.271    -.0497946    .1773998
               444  |   .0035928   .0700109     0.05   0.959    -.1336996    .1408852
               445  |  -.0337811   .1038855    -0.33   0.745    -.2375022      .16994
               446  |   .0604987   .0985127     0.61   0.539    -.1326862    .2536836
               459  |   .1299925   .0626538     2.07   0.038     .0071274    .2528576
               460  |   .1239857   .0548639     2.26   0.024     .0163968    .2315745
               461  |   .0627772   .0653191     0.96   0.337    -.0653146     .190869
               464  |  -.0251909    .059055    -0.43   0.670    -.1409987    .0906169
               465  |   .0717338   .0615852     1.16   0.244    -.0490358    .1925034
               466  |   .0127845    .068829     0.19   0.853    -.1221903    .1477592
               499  |   .0490749   .0596032     0.82   0.410    -.0678079    .1659577
               500  |   .0499483   .0676037     0.74   0.460    -.0826236    .1825203
               501  |   .0583837   .0766954     0.76   0.447    -.0920172    .2087845
               514  |    .033289   .0454531     0.73   0.464    -.0558453    .1224233
               515  |   .0631416    .058355     1.08   0.279    -.0512936    .1775767
               516  |   .0099037   .0637877     0.16   0.877    -.1151849    .1349924
               519  |   .0225578   .0427693     0.53   0.598    -.0613133     .106429
               520  |   .0005426   .0622014     0.01   0.993    -.1214353    .1225205
               524  |  -.0213361   .0628443    -0.34   0.734    -.1445747    .1019025
               525  |   .0645645   .0665428     0.97   0.332     -.065927    .1950561
               526  |   .0888301   .0642783     1.38   0.167    -.0372206    .2148808
               530  |   .1116088    .070076     1.59   0.111    -.0258114    .2490289
               544  |   .1103291   .0928832     1.19   0.235    -.0718163    .2924746
               545  |   .0523352   .0825838     0.63   0.526    -.1096129    .2142834
               546  |    .060379   .0941668     0.64   0.521    -.1242836    .2450417
               559  |    .033579    .062254     0.54   0.590    -.0885021      .15566
               560  |   .0415956   .0660008     0.63   0.529     -.087833    .1710242
               561  |  -.0626903   .0819253    -0.77   0.444    -.2233471    .0979666
               589  |   .1013717   .1076831     0.94   0.347    -.1097965    .3125399
               590  |    .046665   .1183606     0.39   0.693     -.185442    .2787719
               591  |  -.0315625   .1105234    -0.29   0.775    -.2483006    .1851756
               599  |  -.0414465   .0995187    -0.42   0.677    -.2366042    .1537111
               600  |   .1430893   .1170002     1.22   0.221    -.0863498    .3725285
               601  |   .0182901   .1138023     0.16   0.872    -.2048779    .2414581
               609  |  -.0088757   .0546849    -0.16   0.871    -.1161135    .0983622
               610  |  -.0435643   .0661916    -0.66   0.511    -.1733672    .0862385
               611  |  -.0123783   .0637303    -0.19   0.846    -.1373543    .1125977
               615  |   .0458955    .072476     0.63   0.527    -.0962311    .1880221
               616  |   .0028192   .0803061     0.04   0.972    -.1546624    .1603008
               619  |   .0240855   .0265361     0.91   0.364    -.0279521    .0761231
               620  |   .0466457   .0499649     0.93   0.351    -.0513362    .1446277
               629  |   .2560711    .110974     2.31   0.021     .0384492    .4736929
               630  |   .0620972   .0809515     0.77   0.443    -.0966499    .2208443
               631  |   .1012844   .0826818     1.22   0.221     -.060856    .2634248
               639  |   .0750843   .0799999     0.94   0.348    -.0817968    .2319654
               640  |   .0881312   .0827132     1.07   0.287    -.0740707    .2503332
               641  |  -.0208177   .0776991    -0.27   0.789    -.1731867    .1315514
               669  |   .1292164   .0702065     1.84   0.066    -.0084596    .2668924
               670  |   .1333221   .0674637     1.98   0.048     .0010248    .2656194
               671  |   .0544381   .0569658     0.96   0.339    -.0572728    .1661489
               675  |   .0827935   .0757484     1.09   0.275    -.0657503    .2313373
               676  |   .0163805    .053215     0.31   0.758     -.087975     .120736
               689  |   .0481746   .0572247     0.84   0.400    -.0640439    .1603931
               690  |   .0633264   .0767339     0.83   0.409      -.08715    .2138028
               691  |   .0648408   .0884522     0.73   0.464    -.1086153    .2382969
               699  |   .0933044   .0752234     1.24   0.215    -.0542099    .2408187
               700  |   .0950101   .0780374     1.22   0.224    -.0580226    .2480427
               701  |   .1068382   .0996275     1.07   0.284    -.0885328    .3022093
               716  |   .0607648   .0774637     0.78   0.433    -.0911427    .2126723
               724  |   .0515515   .0530774     0.97   0.332    -.0525341    .1556372
               725  |   .0136594   .0274867     0.50   0.619    -.0402424    .0675611
               726  |  -.0511771    .058271    -0.88   0.380    -.1654474    .0630933
               729  |   .0343563   .0466422     0.74   0.461    -.0571098    .1258224
               730  |   .0818902   .0615525     1.33   0.184    -.0388153    .2025957
               731  |   .0236177   .0649447     0.36   0.716    -.1037398    .1509752
               750  |  -.0006718   .0559492    -0.01   0.990     -.110389    .1090455
               751  |   .0396214    .050812     0.78   0.436    -.0600217    .1392645
               766  |   .0764287   .0950817     0.80   0.422     -.110028    .2628854
               770  |   .1079601   .0639519     1.69   0.092    -.0174505    .2333708
               771  |   .0231288   .0509449     0.45   0.650    -.0767748    .1230325
               779  |   .1980659   .0986358     2.01   0.045     .0046395    .3914923
               780  |  -.0298988    .101736    -0.29   0.769    -.2294047    .1696071
               781  |   .0557939   .0888247     0.63   0.530    -.1183926    .2299804
               789  |   .0830485   .0722086     1.15   0.250    -.0585537    .2246507
               790  |   .1585627   .0856398     1.85   0.064    -.0093782    .3265036
               791  |   .0608975   .0856513     0.71   0.477     -.107066    .2288611
               794  |   .0502581   .0597385     0.84   0.400      -.06689    .1674062
               795  |   .0152923   .0682219     0.22   0.823    -.1184919    .1490764
               796  |   .0132625   .0706724     0.19   0.851    -.1253272    .1518521
               829  |   .1100161   .0588499     1.87   0.062    -.0053895    .2254218
               830  |   .0391892   .0511217     0.77   0.443    -.0610611    .1394396
               831  |   .0772506   .0564306     1.37   0.171    -.0334106    .1879118
               854  |   .0648754   .0690721     0.94   0.348     -.070576    .2003268
               855  |    .173884   .0891677     1.95   0.051    -.0009754    .3487433
               856  |   .0887642   .0719308     1.23   0.217    -.0522932    .2298215
               874  |   .0157306   .0493356     0.32   0.750    -.0810173    .1124784
               875  |   .0255482   .0548164     0.47   0.641    -.0819476    .1330441
               876  |    -.01249   .0693261    -0.18   0.857    -.1484395    .1234596
               879  |   .1903519   .1358268     1.40   0.161    -.0760066    .4567103
               880  |   .1332329   .1192903     1.12   0.264    -.1006972     .367163
               881  |   .0525156   .1315548     0.40   0.690    -.2054653    .3104965
               899  |    .048052   .0548946     0.88   0.381    -.0595972    .1557012
               900  |   .0963142   .0703217     1.37   0.171    -.0415878    .2342162
               901  |   .0836327   .0733991     1.14   0.255    -.0603042    .2275695
               945  |   .0397902   .0477251     0.83   0.405    -.0537994    .1333799
               950  |    .021467   .0403618     0.53   0.595    -.0576832    .1006171
               951  |   .0341654   .0511843     0.67   0.505    -.0662077    .1345386
               969  |   .0028789   .0418876     0.07   0.945    -.0792634    .0850212
               970  |   .0089987   .0407995     0.22   0.825    -.0710097    .0890071
               974  |   .0429801   .0591827     0.73   0.468    -.0730781    .1590384
              1004  |    .059376   .0733387     0.81   0.418    -.0844423    .2031944
              1005  |   .0619367   .0816221     0.76   0.448    -.0981254    .2219988
              1006  |   .0658374   .0867468     0.76   0.448    -.1042745    .2359493
              1009  |  -.0218927   .0575353    -0.38   0.704    -.1347203    .0909349
              1010  |   .0123567   .0718654     0.17   0.863    -.1285724    .1532858
              1011  |  -.0546678   .0791706    -0.69   0.490    -.2099226     .100587
              1029  |   .0445987   .0416129     1.07   0.284    -.0370049    .1262024
              1030  |   .0872902   .0590869     1.48   0.140    -.0285801    .2031606
              1031  |  -.1099966   .1527477    -0.72   0.472    -.4095373    .1895441
              1034  |   .0547505   .0581023     0.94   0.346     -.059189      .16869
              1035  |   .0567118   .0617655     0.92   0.359    -.0644113    .1778348
              1036  |  -.1127464   .1578934    -0.71   0.475    -.4223779    .1968851
              1039  |   .0959575   .0861981     1.11   0.266    -.0730783    .2649932
              1040  |   .1580378   .0804983     1.96   0.050     .0001794    .3158961
              1041  |  -.0099854    .066217    -0.15   0.880     -.139838    .1198671
              1044  |   .1503406   .0900485     1.67   0.095    -.0262459    .3269272
              1045  |   .0857431   .0784542     1.09   0.275    -.0681068     .239593
              1046  |   .1643476   .0977512     1.68   0.093     -.027344    .3560393
              1055  |   .0269166   .0381283     0.71   0.480    -.0478535    .1016867
              1056  |   .0203425   .0445343     0.46   0.648      -.06699     .107675
              1064  |   .0403002   .0477661     0.84   0.399      -.05337    .1339704
              1065  |   .0339684   .0380931     0.89   0.373    -.0407327    .1086695
              1066  |  -.0012343   .0716415    -0.02   0.986    -.1417243    .1392557
              1075  |   .1019969   .0597537     1.71   0.088    -.0151811    .2191749
              1076  |   .0555343   .0504267     1.10   0.271    -.0433533    .1544219
              1105  |   .0521754   .1018543     0.51   0.609    -.1475625    .2519133
              1106  |   .0531178   .0893453     0.59   0.552    -.1220896    .2283253
              1114  |   .0252148   .0435202     0.58   0.562     -.060129    .1105585
              1115  |   .1136856   .0666667     1.71   0.088    -.0170488      .24442
              1116  |   .0710578   .0576156     1.23   0.218    -.0419272    .1840428
              1119  |   .0159869   .0294556     0.54   0.587    -.0417759    .0737497
              1120  |          0  (omitted)
              1121  |          0  (omitted)
                    |
              _cons |   .5306258   .0989999     5.36   0.000     .3364854    .7247661
-------------------------------------------------------------------------------------

. est store E

. margins if e(sample), at(l.lnUNstockfromOinD=(0(1)16)) saving(fileE, replace) 

Predictive margins                              Number of obs     =      4,999
Model VCE    : Robust

Expression   : Linear prediction, predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

11._at       : L.lnUNstoc~D    =          10

12._at       : L.lnUNstoc~D    =          11

13._at       : L.lnUNstoc~D    =          12

14._at       : L.lnUNstoc~D    =          13

15._at       : L.lnUNstoc~D    =          14

16._at       : L.lnUNstoc~D    =          15

17._at       : L.lnUNstoc~D    =          16

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      t    P>|t|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .1455242   .0051187    28.43   0.000     .1354864    .1555619
          2  |   .1488291   .0036583    40.68   0.000      .141655    .1560031
          3  |   .1521339    .002686    56.64   0.000     .1468667    .1574012
          4  |   .1554388   .0027738    56.04   0.000     .1499993    .1608783
          5  |   .1587437   .0038499    41.23   0.000     .1511939    .1662934
          6  |   .1620486   .0053477    30.30   0.000     .1515616    .1725356
          7  |   .1653534   .0070017    23.62   0.000     .1516231    .1790838
          8  |   .1686583   .0087233    19.33   0.000     .1515517    .1857649
          9  |   .1719632   .0104794    16.41   0.000     .1514129    .1925135
         10  |    .175268   .0122551    14.30   0.000     .1512356    .1993005
         11  |   .1785729    .014043    12.72   0.000     .1510343    .2061115
         12  |   .1818778    .015839    11.48   0.000     .1508173    .2129383
         13  |   .1851827   .0176405    10.50   0.000     .1505893     .219776
         14  |   .1884875   .0194461     9.69   0.000     .1503533    .2266217
         15  |   .1917924   .0212548     9.02   0.000     .1501115    .2334733
         16  |   .1950973   .0230657     8.46   0.000     .1498651    .2403294
         17  |   .1984021   .0248784     7.97   0.000     .1496152    .2471891
------------------------------------------------------------------------------
(note: file fileE.dta not found)

. 
. 
. label var lnUNstockfromOinD "Ln(Migrants from Home in Host)"

. 
. label var connected "Connected"

. label var connections "Connections"

. label var lnUNstockfromOinD "Ln(Migrants)"

. label var trade_UN "Bilateral trade"

. label var lninstock "Ln(Bilateral FDI)"

. label var gdppc_constant_diff "GDP ratio"

. label var lndistw "Ln(Distance)"

. label var contig "Common Border"

. label var comlang_off "Common Language"

. label var colony "Common colony"

. label var comcur "Common Currency"

. label var comrel "Common Religion"

. label var rqe_diff "Diff Reg Quality"

. 
. set scheme s1mono

. 
. * Make Table 1
. esttab AA BB CC DD EE using table1.rtf,  replace se star(* 0.10 ** 0.05 *** 0.01) label  nobaselevels 
(note: file table1.rtf not found)
(output written to table1.rtf)

. 
. * Make Table A3 (Supplementary Material)
. esttab A B C D E  using tableA3.rtf,  replace se star(* 0.10 ** 0.05 *** 0.01) label drop(*push* *pull*) nobaselevels 
(note: file tableA3.rtf not found)
(output written to tableA3.rtf)

. 
. * Make Figure 4
. combomarginsplot fileAA fileBB fileCC fileDD fileEE, labels("Full Sample" "North->North" "South->South" "South->North" "North->South") legend(on) noci

  Variables that uniquely identify margins: L.lnUNstockfromOinD _filenumber

. graph export figure4.eps, replace
(note: file figure4.eps not found)
(file figure4.eps written in EPS format)

. 
. * Make Figure 5
. combomarginsplot fileA fileB fileC fileD fileE, labels("Full Sample" "North->North" "South->South" "South->North" "North->South")  legend(on) noci

  Variables that uniquely identify margins: L.lnUNstockfromOinD _filenumber

. graph export figure5.eps, replace
(note: file figure5.eps not found)
(file figure5.eps written in EPS format)

. 
. * Make Figure A1
. graph combine "fileAA" "fileBB" "fileCC" "fileDD" "fileEE"

. graph export figurea1.eps, replace
(note: file figurea1.eps not found)
(file figurea1.eps written in EPS format)

. 
. * Make Figure A2
. combomarginsplot fileA fileB fileC fileD fileE, labels("Full Sample" "North->North" "South->South" "South->North" "North->South")  legend(on) 

  Variables that uniquely identify margins: L.lnUNstockfromOinD _filenumber

. graph export figurea2.eps, replace
(note: file figurea2.eps not found)
(file figurea2.eps written in EPS format)

. 
. * Erase unnecessary files
. foreach i in fileAA.dta fileAA.gph fileBB.dta fileBB.gph fileCC.dta fileCC.gph fileDD.dta fileDD.gph fileEE.dta fileEE.gph fileA.dta fileB.dta fileC.d
> ta fileD.dta fileE.dta {
  2.         erase "`i'"
  3. }

. 
. 
. *** 2B) Discovery of new markets
. set scheme plotplain

. 
. * DV: Binary measure of investment: Table 3, column 1
. * First, define sample 
. qui ppmlhdfe connected l.(c.lnUNstockfromOinD##c.connected lndistw contig comlang_off  colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_
> diff lninstock),  abs(push pull) cl(code_o code_d)

. * Then, run logit on that sample
. logit connected l.( c.lnUNstockfromOinD##connected lndistw contig comlang_off  colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff lni
> nstock) i.push i.pull if e(sample), cl(dyad) nolog
note: 1120.pull omitted because of collinearity
note: 1121.pull omitted because of collinearity

Logistic regression                             Number of obs     =     25,654
                                                Wald chi2(608)    =    4942.58
                                                Prob > chi2       =     0.0000
Log pseudolikelihood = -1312.6509               Pseudo R2         =     0.8126

                                                  (Std. Err. adjusted for 11,432 clusters in dyad)
--------------------------------------------------------------------------------------------------
                                 |               Robust
                       connected |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
---------------------------------+----------------------------------------------------------------
               lnUNstockfromOinD |
                             L1. |   .1496975   .0271863     5.51   0.000     .0964134    .2029817
                                 |
                     L.connected |
                              1  |    8.02821   .3404774    23.58   0.000     7.360887    8.695534
                                 |
L.connected#cL.lnUNstockfromOinD |
                              1  |  -.0007987   .0430704    -0.02   0.985    -.0852151    .0836178
                                 |
                         lndistw |
                             L1. |  -1.600248   .1182878   -13.53   0.000    -1.832088   -1.368408
                                 |
                          contig |
                             L1. |  -.8511213   .2792435    -3.05   0.002    -1.398429    -.303814
                                 |
                     comlang_off |
                             L1. |   .9781394   .2066569     4.73   0.000     .5730993    1.383179
                                 |
                          colony |
                             L1. |   .7975174   .3121331     2.56   0.011     .1857479    1.409287
                                 |
                          comcur |
                             L1. |   .5250733   .4431365     1.18   0.236    -.3434583    1.393605
                                 |
                        comrelig |
                             L1. |   .8269768   .3837465     2.16   0.031     .0748476    1.579106
                                 |
                comleg_posttrans |
                             L1. |  -.2449369   .1484278    -1.65   0.099    -.5358501    .0459763
                                 |
                        rqe_diff |
                             L1. |   .3951344   .4747643     0.83   0.405    -.5353865    1.325655
                                 |
                        trade_UN |
                             L1. |   91.54803   47.30246     1.94   0.053    -1.163091    184.2592
                                 |
             gdppc_constant_diff |
                             L1. |   .0133671   .0077567     1.72   0.085    -.0018357    .0285699
                                 |
                       lninstock |
                             L1. |   .0620464   .0418751     1.48   0.138    -.0200273    .1441202
                                 |
                            push |
                             14  |   1.109236   1.433736     0.77   0.439    -1.700834    3.919307
                             15  |  -1.579626   1.302732    -1.21   0.225    -4.132933     .973682
                             38  |   1.693528   1.445332     1.17   0.241     -1.13927    4.526327
                             39  |   4.984541    1.82014     2.74   0.006     1.417131     8.55195
                             40  |   .5267489   1.898421     0.28   0.781    -3.194088    4.247586
                             43  |  -2.160266   1.256475    -1.72   0.086    -4.622912    .3023803
                             44  |    2.20079   1.797993     1.22   0.221    -1.323211    5.724792
                             45  |  -.3308224   1.582288    -0.21   0.834     -3.43205    2.770405
                             58  |   .3955357   1.383843     0.29   0.775    -2.316747    3.107819
                             59  |    5.04597   2.126025     2.37   0.018     .8790373    9.212902
                             60  |   .1734638   1.872653     0.09   0.926    -3.496869    3.843797
                             63  |   .7386624   1.338361     0.55   0.581    -1.884476    3.361801
                             64  |   3.160776   2.274649     1.39   0.165    -1.297454    7.619005
                             65  |  -.5694977   1.795018    -0.32   0.751    -4.087668    2.948673
                             78  |   .7620049   1.401807     0.54   0.587    -1.985487    3.509497
                             79  |   4.781699   1.884422     2.54   0.011     1.088301    8.475098
                             80  |   -1.18301   1.991826    -0.59   0.553    -5.086918    2.720898
                             94  |   1.158777   1.789445     0.65   0.517     -2.34847    4.666025
                             95  |  -2.576239   1.560221    -1.65   0.099    -5.634216    .4817368
                             99  |   2.437819    2.05846     1.18   0.236    -1.596689    6.472327
                            100  |  -1.648447   1.735652    -0.95   0.342    -5.050262    1.753367
                            103  |   1.172512    1.29601     0.90   0.366    -1.367622    3.712645
                            104  |    4.16665   1.881203     2.21   0.027     .4795604     7.85374
                            105  |  -1.089022   1.826431    -0.60   0.551    -4.668762    2.490717
                            118  |  -4.321209   1.169469    -3.70   0.000    -6.613326   -2.029091
                            128  |   1.939459   1.415903     1.37   0.171     -.835659    4.714577
                            129  |   3.713304   1.924468     1.93   0.054    -.0585847    7.485193
                            130  |  -1.077218   1.748684    -0.62   0.538    -4.504576    2.350139
                            138  |  -2.799709   1.907084    -1.47   0.142    -6.537525    .9381076
                            139  |   5.503641   1.884128     2.92   0.003     1.810819    9.196464
                            140  |   1.872736   1.561471     1.20   0.230    -1.187691    4.933164
                            144  |   4.196592   2.166611     1.94   0.053    -.0498873    8.443071
                            145  |   -.682579   1.695136    -0.40   0.687    -4.004985    2.639827
                            159  |   3.181135   1.838435     1.73   0.084    -.4221313    6.784401
                            160  |  -.4455415   1.645724    -0.27   0.787    -3.671101    2.780018
                            168  |   .8863909   1.540847     0.58   0.565    -2.133613    3.906395
                            169  |    4.98716   1.952222     2.55   0.011     1.160875    8.813444
                            170  |   3.546715   1.722968     2.06   0.040     .1697591    6.923671
                            178  |   2.076493   1.318842     1.57   0.115    -.5083888    4.661376
                            179  |   4.890222   1.965707     2.49   0.013     1.037508    8.742936
                            180  |   1.453044   1.806076     0.80   0.421    -2.086801    4.992889
                            183  |  -3.327893   2.040312    -1.63   0.103    -7.326831    .6710445
                            184  |   1.863305   2.015355     0.92   0.355    -2.086717    5.813328
                            185  |  -1.385266   3.363333    -0.41   0.680    -7.977278    5.206747
                            188  |   1.131279   1.442303     0.78   0.433    -1.695584    3.958141
                            189  |   3.795975   1.797291     2.11   0.035     .2733486    7.318601
                            190  |   1.859946   1.667417     1.12   0.265    -1.408132    5.128024
                            213  |  -2.296546    1.25091    -1.84   0.066    -4.748283    .1551919
                            214  |   1.711032    3.11455     0.55   0.583    -4.393373    7.815437
                            215  |   1.946822    1.66387     1.17   0.242    -1.314304    5.207948
                            228  |   -4.36055   1.497884    -2.91   0.004     -7.29635   -1.424751
                            229  |  -.8404511   2.129239    -0.39   0.693    -5.013683    3.332781
                            230  |  -3.751424    1.74657    -2.15   0.032    -7.174639   -.3282094
                            234  |   2.418191   1.942745     1.24   0.213    -1.389519    6.225901
                            235  |  -2.191167   1.694528    -1.29   0.196    -5.512381    1.130047
                            249  |   3.392369   2.041005     1.66   0.096    -.6079286    7.392666
                            250  |   1.025199   2.081447     0.49   0.622    -3.054362     5.10476
                            253  |  -.5724884   1.579237    -0.36   0.717    -3.667736    2.522759
                            254  |   3.036658      2.043     1.49   0.137    -.9675486    7.040864
                            255  |  -1.268457   1.659995    -0.76   0.445    -4.521988    1.985073
                            259  |   2.859274   1.253947     2.28   0.023      .401583    5.316965
                            260  |    4.47447   2.040981     2.19   0.028     .4742213    8.474718
                            261  |  -1.027471   1.748606    -0.59   0.557    -4.454676    2.399734
                            274  |     .17873   1.399198     0.13   0.898    -2.563648    2.921108
                            275  |   5.233352   1.872573     2.79   0.005     1.563177    8.903528
                            276  |  -.9400304   1.819791    -0.52   0.605    -4.506756    2.626695
                            279  |   -3.74831   1.447738    -2.59   0.010    -6.585825   -.9107964
                            280  |   .0294253   2.116661     0.01   0.989    -4.119154    4.178005
                            281  |   -2.43426     1.6633    -1.46   0.143    -5.694268    .8257478
                            289  |  -2.729344   1.194637    -2.28   0.022    -5.070789   -.3878985
                            290  |    .222515   1.946051     0.11   0.909    -3.591675    4.036705
                            291  |   .0812849   1.691313     0.05   0.962    -3.233627    3.396197
                            294  |  -.3862795   1.265585    -0.31   0.760    -2.866781    2.094222
                            295  |   1.543686   1.745641     0.88   0.377    -1.877707    4.965079
                            296  |  -1.304549   1.580108    -0.83   0.409    -4.401504    1.792406
                            309  |   .8128394   1.313026     0.62   0.536    -1.760644    3.386323
                            310  |     4.8907   1.914692     2.55   0.011     1.137972    8.643427
                            311  |  -.6099526   1.666278    -0.37   0.714    -3.875798    2.655892
                            314  |  -.4645565    1.34829    -0.34   0.730    -3.107157    2.178044
                            316  |   1.819128    1.75775     1.03   0.301    -1.625999    5.264256
                            324  |  -.3215446   1.365483    -0.24   0.814    -2.997841    2.354752
                            325  |   .8245241   1.944624     0.42   0.672    -2.986868    4.635916
                            339  |   2.536888   1.273989     1.99   0.046     .0399151    5.033861
                            340  |   5.272115    1.95566     2.70   0.007     1.439091    9.105139
                            341  |   .5029043   1.830665     0.27   0.784    -3.085133    4.090942
                            356  |   1.051509   1.626036     0.65   0.518    -2.135462     4.23848
                            359  |   2.234676   1.411511     1.58   0.113     -.531835    5.001186
                            360  |   6.338261   1.940038     3.27   0.001     2.535858    10.14067
                            361  |   1.747375   1.772617     0.99   0.324     -1.72689     5.22164
                            365  |   3.244551   1.937008     1.68   0.094    -.5519156    7.041018
                            366  |  -.2734669   1.751439    -0.16   0.876    -3.706223     3.15929
                            404  |   1.567817   1.293817     1.21   0.226    -.9680173     4.10365
                            405  |   4.276598   1.984287     2.16   0.031     .3874662     8.16573
                            406  |   -.239126   2.201705    -0.11   0.914    -4.554389    4.076137
                            419  |  -1.695988   1.902784    -0.89   0.373    -5.425377    2.033401
                            420  |   2.623544   1.879082     1.40   0.163    -1.059389    6.306478
                            421  |  -2.486333   1.673608    -1.49   0.137    -5.766545    .7938791
                            434  |  -3.330712   1.487185    -2.24   0.025     -6.24554   -.4158833
                            435  |    3.87657   2.060611     1.88   0.060    -.1621543    7.915294
                            436  |  -2.466589   1.796443    -1.37   0.170    -5.987553    1.054376
                            440  |   1.332317   2.665995     0.50   0.617    -3.892937    6.557571
                            441  |  -1.295274   1.748232    -0.74   0.459    -4.721746    2.131197
                            444  |  -4.577809   1.317535    -3.47   0.001     -7.16013   -1.995488
                            445  |  -2.775881   2.139592    -1.30   0.194    -6.969404    1.417641
                            454  |  -.7577617   1.605961    -0.47   0.637    -3.905387    2.389864
                            455  |   2.810212   2.059027     1.36   0.172    -1.225406     6.84583
                            456  |  -.9603679   1.691536    -0.57   0.570    -4.275717    2.354982
                            459  |  -.7185625   1.409643    -0.51   0.610    -3.481411    2.044286
                            464  |   .0620094   1.583726     0.04   0.969    -3.042037    3.166055
                            465  |   2.752014   1.871462     1.47   0.141    -.9159837    6.420012
                            466  |   .1172648   2.007378     0.06   0.953    -3.817123    4.051653
                            469  |   1.542009   1.421613     1.08   0.278    -1.244302    4.328319
                            470  |   4.292423   1.926187     2.23   0.026     .5171648    8.067681
                            471  |  -2.726198   1.974705    -1.38   0.167    -6.596549    1.144153
                            474  |  -.1207942   1.243198    -0.10   0.923    -2.557417    2.315829
                            475  |   2.808664   1.763503     1.59   0.111    -.6477392    6.265067
                            476  |   .7891679   1.470411     0.54   0.591    -2.092785    3.671121
                            480  |  -2.121039   1.758949    -1.21   0.228    -5.568515    1.326437
                            481  |  -1.680754   1.552435    -1.08   0.279    -4.723471    1.361964
                            484  |   1.135689   1.446243     0.79   0.432    -1.698896    3.970274
                            485  |   4.782733   2.092683     2.29   0.022     .6811501    8.884316
                            486  |   1.338445   1.750904     0.76   0.445    -2.093264    4.770153
                            489  |  -1.807168   1.278559    -1.41   0.158    -4.313098    .6987629
                            490  |   3.251194   1.900754     1.71   0.087     -.474214    6.976603
                            491  |   .8256482   1.687357     0.49   0.625     -2.48151    4.132807
                            494  |   1.092805   1.508634     0.72   0.469    -1.864064    4.049673
                            495  |   5.100439     1.9462     2.62   0.009     1.285957    8.914921
                            496  |   .5522522   1.633857     0.34   0.735    -2.650048    3.754552
                            499  |  -2.045697   1.225821    -1.67   0.095    -4.448263    .3568688
                            500  |   1.986694   1.886821     1.05   0.292    -1.711406    5.684794
                            501  |  -1.048878    1.65363    -0.63   0.526    -4.289933    2.192176
                            504  |   .2758586   1.247174     0.22   0.825    -2.168557    2.720274
                            505  |   2.805118   1.959366     1.43   0.152    -1.035168    6.645405
                            506  |  -1.061517   2.389392    -0.44   0.657    -5.744639    3.621606
                            509  |   .6202942   1.699512     0.36   0.715    -2.710687    3.951276
                            510  |   5.587738   1.901033     2.94   0.003     1.861783    9.313693
                            511  |   2.245488   1.668976     1.35   0.178    -1.025645    5.516621
                            514  |   1.518714    1.17628     1.29   0.197    -.7867523     3.82418
                            515  |   4.115765   1.859766     2.21   0.027     .4706905    7.760839
                            516  |   .4742322   1.655678     0.29   0.775    -2.770837    3.719301
                            519  |  -3.883614   1.224758    -3.17   0.002    -6.284094   -1.483133
                            520  |   3.493858   1.924518     1.82   0.069    -.2781274    7.265843
                            521  |  -.6751252   1.634929    -0.41   0.680    -3.879527    2.529277
                            544  |   .5236993   1.302918     0.40   0.688    -2.029974    3.077372
                            545  |   4.785476   1.953472     2.45   0.014     .9567401    8.614211
                            546  |   1.429644   1.671322     0.86   0.392    -1.846086    4.705375
                            550  |   4.358304   1.843515     2.36   0.018     .7450806    7.971527
                            551  |    .840946   1.924628     0.44   0.662    -2.931256    4.613148
                            559  |   .2704996   1.200546     0.23   0.822    -2.082528    2.623527
                            560  |   4.318158   1.784199     2.42   0.016     .8211924    7.815123
                            561  |   2.320141   1.618323     1.43   0.152    -.8517138    5.491996
                            569  |  -.5810502   1.288184    -0.45   0.652    -3.105845    1.943744
                            570  |   3.844288   1.693442     2.27   0.023     .5252035    7.163373
                            571  |   .8048822   1.444985     0.56   0.578    -2.027237    3.637001
                            590  |   1.698621   1.957123     0.87   0.385     -2.13727    5.534511
                            591  |  -2.788295   1.863973    -1.50   0.135    -6.441615    .8650241
                            594  |  -1.835072   1.263838    -1.45   0.147    -4.312148    .6420042
                            595  |   3.188643   2.108282     1.51   0.130    -.9435142    7.320799
                            596  |   .3448576   1.988191     0.17   0.862    -3.551924     4.24164
                            600  |   2.643817   2.050182     1.29   0.197    -1.374467    6.662101
                            601  |  -3.085709   1.941382    -1.59   0.112    -6.890748    .7193303
                            610  |   4.304333   1.811807     2.38   0.018     .7532556     7.85541
                            611  |   2.437467    1.60125     1.52   0.128    -.7009253     5.57586
                            629  |  -1.824576   1.303962    -1.40   0.162    -4.380295    .7311425
                            630  |   4.574448    1.89096     2.42   0.016     .8682339    8.280662
                            631  |  -1.475819   1.618985    -0.91   0.362     -4.64897    1.697333
                            644  |    .741793    1.34146     0.55   0.580    -1.887421    3.371007
                            645  |   4.484557   1.909611     2.35   0.019     .7417872    8.227326
                            646  |  -4.438542   2.193402    -2.02   0.043     -8.73753   -.1395536
                            689  |   1.217316   1.535882     0.79   0.428    -1.792957     4.22759
                            690  |   4.501632   2.259651     1.99   0.046     .0727974    8.930466
                            691  |    1.82522   1.703895     1.07   0.284    -1.514354    5.164793
                            695  |   1.727352   1.917121     0.90   0.368    -2.030137    5.484841
                            696  |   .9639191   1.504941     0.64   0.522    -1.985712     3.91355
                            699  |   1.140521   1.200938     0.95   0.342    -1.213274    3.494316
                            700  |   1.263374   2.214893     0.57   0.568    -3.077737    5.604485
                            701  |   -1.62857    1.70966    -0.95   0.341    -4.979441    1.722302
                            724  |   -.608479   1.199839    -0.51   0.612    -2.960121    1.743163
                            725  |   4.801818   1.662867     2.89   0.004     1.542658    8.060978
                            726  |   1.767551   1.731111     1.02   0.307    -1.625363    5.160466
                            729  |  -1.487758    1.33571    -1.11   0.265    -4.105703    1.130186
                            730  |   4.068659   1.993639     2.04   0.041     .1611989    7.976119
                            731  |  -1.800321   1.548293    -1.16   0.245     -4.83492    1.234278
                            739  |   1.172763   1.302852     0.90   0.368    -1.380779    3.726305
                            740  |    5.36521   1.969823     2.72   0.006     1.504429    9.225991
                            741  |   -1.31891   1.707264    -0.77   0.440    -4.665087    2.027266
                            744  |   .4234917   1.340304     0.32   0.752    -2.203456     3.05044
                            745  |   5.622564   1.845123     3.05   0.002     2.006189     9.23894
                            746  |   .5434781   1.652433     0.33   0.742    -2.695232    3.782188
                            764  |  -1.524127   4.629708    -0.33   0.742    -10.59819    7.549935
                            765  |   1.815959   1.903192     0.95   0.340    -1.914229    5.546147
                            766  |  -.1312531     1.6996    -0.08   0.938    -3.462408    3.199902
                            769  |  -.9312333   1.124761    -0.83   0.408    -3.135725    1.273258
                            770  |   2.211166   1.728855     1.28   0.201    -1.177328     5.59966
                            771  |    .499165   1.602145     0.31   0.755    -2.640982    3.639312
                            779  |   .8108884   1.333156     0.61   0.543    -1.802049    3.423825
                            780  |   .2880181   2.058047     0.14   0.889    -3.745679    4.321716
                            781  |  -7.526182   1.878092    -4.01   0.000    -11.20717   -3.845189
                            789  |  -5.063247   1.639557    -3.09   0.002    -8.276719   -1.849775
                            790  |   1.138518   1.885853     0.60   0.546    -2.557685    4.834721
                            791  |  -1.241773    1.64593    -0.75   0.451    -4.467736     1.98419
                            794  |   -3.00691   1.498341    -2.01   0.045    -5.943606   -.0702151
                            795  |   .0588562   1.818384     0.03   0.974    -3.505111    3.622823
                            796  |  -1.642432   1.650256    -1.00   0.320    -4.876874    1.592009
                            809  |   -.272796   1.392131    -0.20   0.845    -3.001323    2.455731
                            810  |   .3156483   1.849459     0.17   0.864    -3.309225    3.940522
                            811  |  -.9082671   1.705366    -0.53   0.594    -4.250723    2.434189
                            824  |   1.887212   1.304037     1.45   0.148    -.6686534    4.443078
                            825  |   4.327149   1.863173     2.32   0.020     .6753977      7.9789
                            826  |   2.198033   1.880303     1.17   0.242    -1.487294     5.88336
                            831  |   -.893817   2.031079    -0.44   0.660    -4.874658    3.087024
                            840  |   4.243853    1.82298     2.33   0.020      .670878    7.816829
                            841  |   2.246919   2.108749     1.07   0.287    -1.886152    6.379991
                            854  |   .2861764   1.204551     0.24   0.812      -2.0747    2.647053
                            855  |   5.440804    1.81152     3.00   0.003      1.89029    8.991318
                            856  |   3.186047   1.702002     1.87   0.061    -.1498152    6.521909
                            865  |   2.117886    2.46171     0.86   0.390    -2.706977    6.942749
                            866  |  -1.572116   1.749568    -0.90   0.369    -5.001207    1.856975
                            879  |   -.501057   1.328596    -0.38   0.706    -3.105057    2.102943
                            880  |   4.957735   1.980776     2.50   0.012     1.075486    8.839984
                            881  |   .4301042   1.750142     0.25   0.806    -3.000111     3.86032
                            900  |  -5.529068   2.626235    -2.11   0.035    -10.67639   -.3817416
                            929  |  -2.547944   1.228524    -2.07   0.038    -4.955808   -.1400806
                            930  |    -2.0499   2.134905    -0.96   0.337    -6.234236    2.134436
                            931  |   -3.61129   1.769032    -2.04   0.041    -7.078528   -.1440515
                            934  |   .4579067   1.443542     0.32   0.751    -2.371383    3.287197
                            935  |   1.365546   1.859637     0.73   0.463    -2.279275    5.010367
                            936  |  -1.698299   1.727337    -0.98   0.326    -5.083819     1.68722
                            939  |   1.413237   1.273427     1.11   0.267    -1.082634    3.909108
                            940  |   4.541774   1.910006     2.38   0.017     .7982314    8.285317
                            941  |   .4619212   1.669398     0.28   0.782    -2.810039    3.733881
                            969  |   .9870414   1.248332     0.79   0.429    -1.459645    3.433728
                            970  |    5.32646   1.795479     2.97   0.003     1.807385    8.845535
                            971  |     .09913   1.648395     0.06   0.952    -3.131664    3.329924
                            974  |   .6779293   1.487068     0.46   0.648     -2.23667    3.592529
                            975  |   4.497888   1.830288     2.46   0.014     .9105899    8.085185
                            976  |  -4.648481    1.94485    -2.39   0.017    -8.460317   -.8366448
                           1004  |   1.653086   1.280242     1.29   0.197    -.8561428    4.162316
                           1005  |   2.141897    1.93127     1.11   0.267    -1.643323    5.927116
                           1006  |  -5.698649   1.828377    -3.12   0.002    -9.282202   -2.115096
                           1014  |  -.4414099   1.493474    -0.30   0.768    -3.368565    2.485745
                           1015  |   2.841322   1.813063     1.57   0.117    -.7122165    6.394861
                           1016  |   1.573471   1.672974     0.94   0.347    -1.705498    4.852441
                           1029  |  -.4394047   1.795709    -0.24   0.807     -3.95893     3.08012
                           1030  |   1.959964    1.88092     1.04   0.297    -1.726572    5.646499
                           1031  |  -.8696687   1.786067    -0.49   0.626    -4.370295    2.630958
                           1040  |   3.184303   1.853463     1.72   0.086    -.4484174    6.817023
                           1041  |   -1.43574   5.016588    -0.29   0.775    -11.26807    8.396591
                           1044  |  -6.726895   1.939417    -3.47   0.001    -10.52808   -2.925707
                           1045  |   .0706914   2.176141     0.03   0.974    -4.194466    4.335849
                           1046  |  -2.845078    1.65552    -1.72   0.086    -6.089838    .3996823
                           1049  |   4.225268   1.351619     3.13   0.002     1.576143    6.874392
                           1050  |   7.577532   1.904208     3.98   0.000     3.845353    11.30971
                           1051  |   2.451098   1.717201     1.43   0.153    -.9145545     5.81675
                           1056  |   .7780554   1.617822     0.48   0.631    -2.392817    3.948928
                           1064  |  -2.546716   1.145218    -2.22   0.026    -4.791303     -.30213
                           1065  |   .3588021   2.875676     0.12   0.901    -5.277419    5.995023
                           1066  |    .440452   1.644187     0.27   0.789    -2.782094    3.662998
                           1105  |   5.653922    1.88233     3.00   0.003     1.964623    9.343221
                           1106  |   1.221666   2.118913     0.58   0.564    -2.931328     5.37466
                           1115  |   .3847203   1.663574     0.23   0.817    -2.875825    3.645265
                                 |
                            pull |
                             14  |   -.030577    1.37222    -0.02   0.982    -2.720078    2.658924
                             15  |   .4077905   1.100453     0.37   0.711    -1.749058    2.564639
                             24  |   .4883418   1.291477     0.38   0.705    -2.042906     3.01959
                             25  |  -1.018715    1.47542    -0.69   0.490    -3.910484    1.873055
                             38  |  -.4104831   .9857291    -0.42   0.677    -2.342477     1.52151
                             39  |  -1.962518   1.622366    -1.21   0.226    -5.142297    1.217261
                             40  |   -.496927   1.943829    -0.26   0.798    -4.306762    3.312908
                             43  |   1.746134   1.687675     1.03   0.301    -1.561648    5.053916
                             44  |  -3.252577   1.752042    -1.86   0.063    -6.686516     .181361
                             45  |   2.880257   1.063309     2.71   0.007      .796209    4.964304
                             48  |   2.939845   1.302104     2.26   0.024     .3877681    5.491922
                             49  |   .3487222   1.511587     0.23   0.818    -2.613934    3.311379
                             50  |   1.527201   1.806329     0.85   0.398    -2.013139    5.067541
                             58  |   1.705133   .8999762     1.89   0.058    -.0587878    3.469054
                             59  |  -1.363991   1.410984    -0.97   0.334    -4.129468    1.401486
                             60  |   3.056083   1.201116     2.54   0.011     .7019388    5.410227
                             63  |   .9665643   1.305558     0.74   0.459    -1.592283    3.525412
                             64  |    -3.5953   1.876319    -1.92   0.055    -7.272819    .0822182
                             65  |  -1.374296   1.190639    -1.15   0.248    -3.707906    .9593138
                             69  |  -.8603417   1.451895    -0.59   0.553    -3.706004     1.98532
                             70  |  -.2552464   1.195557    -0.21   0.831    -2.598495    2.088002
                             78  |   -2.04772   1.034969    -1.98   0.048    -4.076222   -.0192176
                             79  |  -5.567039   1.437662    -3.87   0.000    -8.384804   -2.749274
                             80  |  -1.864919   1.158405    -1.61   0.107    -4.135351    .4055119
                             84  |  -2.748383    1.35392    -2.03   0.042    -5.402018   -.0947479
                             88  |  -1.304786   2.211344    -0.59   0.555    -5.638939    3.029368
                             89  |  -.4943092   1.371644    -0.36   0.719    -3.182682    2.194064
                             94  |   -2.30658   1.347701    -1.71   0.087    -4.948026     .334865
                             98  |   3.180857   .9542784     3.33   0.001     1.310506    5.051208
                             99  |  -1.542201   1.548588    -1.00   0.319    -4.577377    1.492975
                            100  |   1.668739   1.066605     1.56   0.118    -.4217677    3.759246
                            103  |   2.676931   1.235423     2.17   0.030     .2555457    5.098316
                            104  |  -4.282368   1.825688    -2.35   0.019     -7.86065    -.704086
                            105  |  -1.874551   1.467806    -1.28   0.202    -4.751397    1.002296
                            113  |   2.373332   1.172736     2.02   0.043      .074811    4.671853
                            114  |  -3.599207   1.373436    -2.62   0.009    -6.291091    -.907322
                            115  |   1.020742   3.362665     0.30   0.761     -5.56996    7.611444
                            118  |   3.480424   .9655319     3.60   0.000     1.588016    5.372831
                            119  |    -.02945   1.352348    -0.02   0.983    -2.680004    2.621104
                            120  |  -.9775042   1.501138    -0.65   0.515    -3.919681    1.964672
                            133  |   2.615781   .9326247     2.80   0.005     .7878706    4.443692
                            134  |   -1.98106   1.302464    -1.52   0.128    -4.533843    .5717223
                            135  |  -1.073832   1.317994    -0.81   0.415    -3.657053    1.509389
                            138  |   4.075496   .8249758     4.94   0.000     2.458573    5.692418
                            139  |  -1.685251   1.672641    -1.01   0.314    -4.963567    1.593065
                            140  |   4.620992   1.120375     4.12   0.000     2.425097    6.816887
                            143  |   2.848967   1.444917     1.97   0.049     .0169825    5.680952
                            144  |  -2.385481   1.698494    -1.40   0.160    -5.714468    .9435057
                            145  |   1.688306   1.064445     1.59   0.113    -.3979674    3.774579
                            159  |  -.1079968   1.706768    -0.06   0.950    -3.453201    3.237207
                            160  |   1.057004   1.080877     0.98   0.328    -1.061476    3.175483
                            168  |    .860368   .9391809     0.92   0.360    -.9803926    2.701129
                            169  |   -2.49959   1.385641    -1.80   0.071    -5.215396     .216216
                            170  |    .271735   1.314309     0.21   0.836    -2.304263    2.847733
                            178  |  -.3012571   .9428797    -0.32   0.749    -2.149267    1.546753
                            179  |  -3.698377   1.643553    -2.25   0.024    -6.919682   -.4770729
                            180  |  -1.272891   1.532554    -0.83   0.406    -4.276642     1.73086
                            183  |    3.36052   1.501483     2.24   0.025     .4176676    6.303373
                            184  |  -1.306544   3.237339    -0.40   0.687    -7.651611    5.038523
                            185  |   2.639554   1.179748     2.24   0.025     .3272903    4.951817
                            188  |   2.775079   .8907978     3.12   0.002     1.029147    4.521011
                            189  |   2.324691   1.265487     1.84   0.066    -.1556179       4.805
                            190  |   3.618422   1.183982     3.06   0.002     1.297859    5.938984
                            193  |  -.0035681    .841549    -0.00   0.997    -1.652974    1.645838
                            194  |   1.265264   1.304092     0.97   0.332     -1.29071    3.821237
                            195  |   1.756229   .9503017     1.85   0.065    -.1063284    3.618786
                            198  |   2.855413   1.063168     2.69   0.007     .7716415    4.939184
                            199  |   .6393605   1.347546     0.47   0.635    -2.001781    3.280502
                            200  |   3.649816   1.085763     3.36   0.001     1.521759    5.777873
                            213  |   1.919611   1.495927     1.28   0.199    -1.012353    4.851575
                            214  |  -4.569743   1.622412    -2.82   0.005    -7.749612   -1.389874
                            215  |   2.898134   1.647701     1.76   0.079    -.3312999    6.127568
                            228  |   .0482784   1.198791     0.04   0.968    -2.301308    2.397865
                            229  |  -1.074738   1.559858    -0.69   0.491    -4.132004    1.982527
                            230  |   1.855833   1.305709     1.42   0.155    -.7033096    4.414977
                            248  |  -.1098856   3.886982    -0.03   0.977     -7.72823    7.508459
                            249  |  -3.852796   1.924767    -2.00   0.045     -7.62527   -.0803217
                            250  |  -.8165988   1.556311    -0.52   0.600    -3.866912    2.233714
                            253  |  -.4973777   .8628475    -0.58   0.564    -2.188528    1.193772
                            254  |  -2.150698   1.521344    -1.41   0.157    -5.132479     .831082
                            255  |   1.787304   1.340134     1.33   0.182    -.8393091    4.413918
                            259  |   1.321286   1.011328     1.31   0.191     -.660881    3.303454
                            260  |  -4.625551   2.096588    -2.21   0.027    -8.734789   -.5163133
                            261  |  -1.018099   1.145789    -0.89   0.374    -3.263805    1.227606
                            274  |   1.889094   1.054323     1.79   0.073    -.1773411    3.955529
                            275  |  -7.433814   1.756984    -4.23   0.000    -10.87744   -3.990189
                            276  |  -2.527128   2.330246    -1.08   0.278    -7.094327    2.040071
                            279  |    2.41309    1.17515     2.05   0.040     .1098387    4.716341
                            280  |  -2.805818   1.314284    -2.13   0.033    -5.381768   -.2298689
                            281  |   1.592053   1.361965     1.17   0.242    -1.077349    4.261456
                            284  |   3.065274   1.042339     2.94   0.003     1.022327     5.10822
                            285  |  -2.576464   2.334008    -1.10   0.270    -7.151037    1.998108
                            286  |   1.029636   1.369692     0.75   0.452    -1.654911    3.714182
                            289  |   1.411944    .785109     1.80   0.072    -.1268411     2.95073
                            290  |  -1.971176   4.476174    -0.44   0.660    -10.74432    6.801964
                            291  |    1.40301   .9744734     1.44   0.150    -.5069233    3.312942
                            294  |  -.5736246   .7752114    -0.74   0.459    -2.093011    .9457618
                            295  |  -.0332835   1.264023    -0.03   0.979    -2.510722    2.444155
                            296  |   .2562493   1.006501     0.25   0.799    -1.716456    2.228955
                            309  |   .9694079   1.267451     0.76   0.444     -1.51475    3.453566
                            310  |  -2.815934   1.717103    -1.64   0.101    -6.181395    .5495265
                            311  |  -.9753974   1.139641    -0.86   0.392    -3.209052    1.258257
                            314  |    2.70931   1.179335     2.30   0.022     .3978552    5.020764
                            315  |  -.3825092   1.432174    -0.27   0.789    -3.189519      2.4245
                            316  |   .7136698   1.909929     0.37   0.709    -3.029722    4.457061
                            324  |  -3.426283   1.044081    -3.28   0.001    -5.472643   -1.379922
                            325  |  -2.994678   1.697019    -1.76   0.078    -6.320774    .3314179
                            326  |  -1.819962   1.402917    -1.30   0.195    -4.569629    .9297042
                            339  |  -.4647966   1.317597    -0.35   0.724    -3.047239    2.117645
                            340  |  -8.899209   1.795975    -4.96   0.000    -12.41926   -5.379162
                            341  |  -2.215342   1.167942    -1.90   0.058    -4.504467     .073782
                            359  |   1.819804   1.142368     1.59   0.111     -.419196    4.058804
                            360  |   -3.00383   1.527293    -1.97   0.049     -5.99727   -.0103905
                            361  |    .441773   1.480015     0.30   0.765    -2.459003    3.342549
                            364  |     3.8704   .9544658     4.06   0.000     1.999681    5.741118
                            365  |   .8575755   1.273777     0.67   0.501    -1.638981    3.354132
                            366  |   1.994993   1.101159     1.81   0.070    -.1632378    4.153225
                            369  |   3.883673   .9563491     4.06   0.000     2.009263    5.758083
                            370  |  -2.216365   1.296995    -1.71   0.087    -4.758428    .3256984
                            371  |   .2242187   1.325101     0.17   0.866    -2.372931    2.821368
                            404  |   2.913226   1.040307     2.80   0.005     .8742616    4.952191
                            405  |  -3.916953   1.372925    -2.85   0.004    -6.607836   -1.226069
                            406  |  -2.383608   1.439681    -1.66   0.098    -5.205332    .4381154
                            419  |   2.538404   1.121094     2.26   0.024      .341101    4.735707
                            420  |  -.6801943   2.043173    -0.33   0.739     -4.68474    3.324351
                            421  |   3.195523   1.476785     2.16   0.030     .3010777    6.089968
                            434  |   .8432483   1.837246     0.46   0.646    -2.757687    4.444184
                            435  |  -2.319817   1.527425    -1.52   0.129    -5.313514    .6738803
                            436  |  -1.543127   1.312435    -1.18   0.240    -4.115451    1.029198
                            439  |    2.88117   .9929611     2.90   0.004     .9350017    4.827338
                            440  |    .256938   1.488773     0.17   0.863    -2.661004     3.17488
                            441  |   2.511813   1.108085     2.27   0.023     .3400053     4.68362
                            444  |   1.406117   1.542628     0.91   0.362    -1.617379    4.429612
                            445  |  -4.487438   10.16599    -0.44   0.659    -24.41241    15.43754
                            446  |   2.675932   1.116743     2.40   0.017     .4871561    4.864708
                            454  |   1.238631   .8932925     1.39   0.166    -.5121906    2.989452
                            455  |  -2.957683   1.959993    -1.51   0.131    -6.799197    .8838324
                            456  |   1.187064   1.210764     0.98   0.327     -1.18599    3.560117
                            459  |    5.48083    1.06977     5.12   0.000     3.384119    7.577541
                            460  |   2.906247   1.241329     2.34   0.019      .473286    5.339208
                            461  |   3.215898   1.436245     2.24   0.025     .4009093    6.030886
                            464  |  -1.294513   1.104584    -1.17   0.241    -3.459458    .8704314
                            465  |  -.5489776   1.551527    -0.35   0.723    -3.589914    2.491959
                            466  |   .7102635   2.113317     0.34   0.737    -3.431761    4.852288
                            469  |   1.438627   .9667812     1.49   0.137    -.4562297    3.333483
                            470  |  -3.618956   2.859583    -1.27   0.206    -9.223635    1.985723
                            471  |  -1.753608   1.248955    -1.40   0.160    -4.201516    .6942988
                            489  |  -.7044545   1.026392    -0.69   0.492    -2.716146    1.307237
                            494  |  -2.057536    .959572    -2.14   0.032    -3.938263     -.17681
                            495  |  -3.317511   1.633938    -2.03   0.042     -6.51997    -.115052
                            496  |  -2.560888   1.378735    -1.86   0.063    -5.263159    .1413837
                            499  |   2.074529    1.83217     1.13   0.258    -1.516458    5.665516
                            500  |  -1.483694   1.971816    -0.75   0.452    -5.348383    2.380994
                            501  |   .0630648   1.090125     0.06   0.954    -2.073541    2.199671
                            504  |   .8008375   1.083225     0.74   0.460    -1.322245     2.92392
                            505  |  -1.590442   1.432902    -1.11   0.267    -4.398879    1.217995
                            506  |  -1.932384   1.129517    -1.71   0.087    -4.146196     .281428
                            509  |   1.961457   1.525855     1.29   0.199    -1.029164    4.952078
                            510  |  -5.077275   1.515008    -3.35   0.001    -8.046636   -2.107914
                            511  |  -1.007489   1.251429    -0.81   0.421    -3.460244    1.445267
                            514  |    2.04969   .7945563     2.58   0.010     .4923886    3.606992
                            515  |    .853053   1.364111     0.63   0.532    -1.820555    3.526661
                            516  |   2.718723   1.239823     2.19   0.028     .2887142    5.148732
                            519  |   3.657911   1.663941     2.20   0.028      .396647    6.919174
                            520  |   -.854076   2.279434    -0.37   0.708    -5.321685    3.613533
                            521  |    3.72777   1.477145     2.52   0.012      .832618    6.622921
                            524  |   .9401177   2.854402     0.33   0.742    -4.654408    6.534643
                            525  |  -.7885111   1.989992    -0.40   0.692    -4.688824    3.111802
                            526  |  -.7652649   1.248822    -0.61   0.540    -3.212911    1.682381
                            530  |   1.992685   1.301474     1.53   0.126    -.5581575    4.543527
                            531  |   4.165854    1.26091     3.30   0.001     1.694515    6.637193
                            544  |   3.320149   1.405025     2.36   0.018     .5663494    6.073948
                            545  |  -4.025511   1.468138    -2.74   0.006    -6.903008   -1.148014
                            546  |  -.2383323   1.146584    -0.21   0.835    -2.485596    2.008932
                            550  |  -2.977094   1.589845    -1.87   0.061    -6.093132    .1389447
                            551  |  -2.730064   1.336684    -2.04   0.041    -5.349916   -.1102129
                            559  |   2.856172   .8473194     3.37   0.001     1.195456    4.516887
                            560  |   .3523105    1.29819     0.27   0.786    -2.192096    2.896717
                            561  |  -1.293989   1.232931    -1.05   0.294     -3.71049    1.122511
                            589  |   2.338366   .9243141     2.53   0.011     .5267435    4.149988
                            590  |  -1.242739   1.577548    -0.79   0.431    -4.334677    1.849199
                            591  |  -1.157228   1.369126    -0.85   0.398    -3.840665    1.526209
                            594  |  -.6487931   .9601936    -0.68   0.499    -2.530738    1.233152
                            595  |  -3.525795   1.445186    -2.44   0.015    -6.358307   -.6932836
                            596  |   1.269187   1.458101     0.87   0.384    -1.588638    4.127012
                            599  |  -3.115243   1.369035    -2.28   0.023    -5.798502   -.4319844
                            600  |   .3108686   1.346835     0.23   0.817     -2.32888    2.950617
                            601  |   .5748458    1.91121     0.30   0.764    -3.171057    4.320749
                            609  |  -.3699163   .8182889    -0.45   0.651    -1.973733    1.233901
                            610  |  -7.321234   1.983329    -3.69   0.000    -11.20849   -3.433982
                            611  |   -.012752   1.060257    -0.01   0.990    -2.090818    2.065314
                            615  |  -.3190442   1.362273    -0.23   0.815    -2.989051    2.350962
                            616  |   .9498667    2.36735     0.40   0.688    -3.690054    5.589787
                            619  |   2.139395   .8987546     2.38   0.017     .3778682    3.900921
                            620  |  -1.784005    1.33578    -1.34   0.182    -4.402086    .8340763
                            621  |   .9414303   1.183036     0.80   0.426    -1.377277    3.260138
                            629  |   4.642564   1.035183     4.48   0.000     2.613643    6.671486
                            630  |  -3.356349   1.682459    -1.99   0.046    -6.653908   -.0587901
                            631  |   2.144213   1.118704     1.92   0.055    -.0484067    4.336832
                            639  |   3.327436   .9170065     3.63   0.000     1.530136    5.124736
                            640  |   .5331338   1.338148     0.40   0.690    -2.089589    3.155856
                            641  |  -.2242562   1.444221    -0.16   0.877    -3.054877    2.606364
                            644  |   1.288751   .8706583     1.48   0.139    -.4177078     2.99521
                            645  |  -.7362673   1.626368    -0.45   0.651     -3.92389    2.451355
                            660  |  -2.843585   1.340689    -2.12   0.034    -5.471287   -.2158822
                            661  |  -.0509736    1.11139    -0.05   0.963    -2.229259    2.127311
                            669  |   5.205606   1.007944     5.16   0.000     3.230072     7.18114
                            670  |   1.000421   1.504006     0.67   0.506    -1.947377    3.948219
                            671  |    5.39114   1.101358     4.89   0.000     3.232518    7.549761
                            674  |   .3445395    .871174     0.40   0.692     -1.36293    2.052009
                            675  |     -.3081   1.504182    -0.20   0.838    -3.256242    2.640042
                            676  |   2.516089   1.131651     2.22   0.026     .2980942    4.734084
                            689  |   1.756972   .8209846     2.14   0.032     .1478718    3.366072
                            690  |   .3783636   1.453204     0.26   0.795    -2.469863     3.22659
                            691  |   .6401212   1.063042     0.60   0.547    -1.443402    2.723645
                            695  |  -2.487107   1.221729    -2.04   0.042    -4.881652   -.0925617
                            696  |  -.0464955   1.156202    -0.04   0.968     -2.31261    2.219619
                            699  |   3.799963   .9954474     3.82   0.000     1.848922    5.751004
                            700  |   .5601976   1.591911     0.35   0.725     -2.55989    3.680285
                            701  |   4.183679   1.289676     3.24   0.001     1.655961    6.711397
                            705  |  -5.414761   1.405577    -3.85   0.000     -8.16964   -2.659882
                            706  |  -.3869188   1.272692    -0.30   0.761     -2.88135    2.107512
                            716  |   4.134869   1.277367     3.24   0.001     1.631276    6.638462
                            724  |   3.687486   1.330881     2.77   0.006     1.079008    6.295964
                            725  |  -2.536188   1.411044    -1.80   0.072    -5.301784    .2294084
                            726  |   1.524066   2.033563     0.75   0.454    -2.461644    5.509777
                            729  |   -4.12875   1.324852    -3.12   0.002    -6.725412   -1.532089
                            730  |  -1.460864   2.038818    -0.72   0.474    -5.456873    2.535146
                            731  |   1.688954   1.809842     0.93   0.351     -1.85827    5.236179
                            739  |  -.5346741   1.064553    -0.50   0.615     -2.62116    1.551812
                            740  |  -3.803086   1.590663    -2.39   0.017    -6.920727   -.6854445
                            741  |  -1.059288   1.180355    -0.90   0.369    -3.372741    1.254165
                            744  |  -2.398571   .9879293    -2.43   0.015    -4.334877   -.4622655
                            745  |   -6.00551   1.461775    -4.11   0.000    -8.870536   -3.140483
                            746  |  -1.636841   1.203157    -1.36   0.174    -3.994984    .7213026
                            750  |  -3.357199   1.614946    -2.08   0.038    -6.522435   -.1919622
                            751  |   2.013165   .9513749     2.12   0.034     .1485045    3.877825
                            759  |   1.498768   1.023233     1.46   0.143    -.5067314    3.504267
                            760  |  -2.544072   1.467775    -1.73   0.083    -5.420858    .3327149
                            761  |   2.488247   1.235216     2.01   0.044     .0672689    4.909225
                            766  |   .5175242     2.1886     0.24   0.813    -3.772054    4.807102
                            769  |   3.122152   1.171394     2.67   0.008     .8262623    5.418041
                            770  |   1.411286   1.284308     1.10   0.272    -1.105912    3.928484
                            771  |   2.877158   1.450643     1.98   0.047     .0339498    5.720365
                            779  |   3.375514   1.895327     1.78   0.075    -.3392584    7.090287
                            780  |  -1.603876   2.476569    -0.65   0.517    -6.457861    3.250109
                            781  |   1.221635   1.428085     0.86   0.392     -1.57736    4.020631
                            789  |   2.332508   1.040015     2.24   0.025     .2941153    4.370901
                            790  |   .7746925   1.516539     0.51   0.609    -2.197669    3.747054
                            791  |   1.267914   1.634168     0.78   0.438    -1.934998    4.470825
                            794  |    1.91649   .8114863     2.36   0.018     .3260059    3.506974
                            795  |  -3.133045   2.019904    -1.55   0.121    -7.091985    .8258946
                            796  |   .8265454   1.110261     0.74   0.457    -1.349527    3.002617
                            809  |   3.085007   1.547566     1.99   0.046     .0518331     6.11818
                            810  |  -2.522578   1.967037    -1.28   0.200    -6.377899    1.332742
                            811  |    .549103   1.043335     0.53   0.599    -1.495797    2.594003
                            824  |   2.006606   1.010831     1.99   0.047     .0254146    3.987798
                            825  |  -3.932776   1.377791    -2.85   0.004    -6.633198   -1.232354
                            826  |  -.1955058     1.1219    -0.17   0.862     -2.39439    2.003378
                            829  |   4.572828   1.141255     4.01   0.000      2.33601    6.809646
                            830  |  -4.001032   1.639464    -2.44   0.015    -7.214323   -.7877414
                            831  |   1.621497   1.192246     1.36   0.174    -.7152621    3.958256
                            854  |   3.715975   .9766717     3.80   0.000     1.801734    5.630217
                            855  |   1.008755    1.29997     0.78   0.438    -1.539138    3.556649
                            856  |   1.962199   1.250392     1.57   0.117    -.4885238    4.412922
                            869  |   3.825435   .9338274     4.10   0.000     1.995167    5.655703
                            870  |  -3.847268   1.417219    -2.71   0.007    -6.624966    -1.06957
                            871  |   .1829206    1.01706     0.18   0.857     -1.81048    2.176321
                            874  |   2.636643     .99484     2.65   0.008     .6867923    4.586493
                            875  |   -.365376   1.434376    -0.25   0.799    -3.176702     2.44595
                            876  |  -2.005419   1.360979    -1.47   0.141    -4.672888    .6620506
                            879  |   2.985333   1.653647     1.81   0.071    -.2557565    6.226422
                            880  |  -1.486378   1.414236    -1.05   0.293     -4.25823    1.285474
                            881  |   .9759358   1.251892     0.78   0.436    -1.477727    3.429599
                            899  |   .5568637   1.132141     0.49   0.623    -1.662091    2.775819
                            900  |   .7568154   1.417927     0.53   0.594     -2.02227      3.5359
                            901  |   .6592277   1.101984     0.60   0.550    -1.500622    2.819077
                            929  |   1.227661    1.40745     0.87   0.383     -1.53089    3.986212
                            930  |  -4.374896   1.334386    -3.28   0.001    -6.990245   -1.759548
                            931  |   1.522671   1.278088     1.19   0.234    -.9823353    4.027678
                            934  |   .9610783    1.15537     0.83   0.406    -1.303406    3.225562
                            935  |  -7.640916   1.792932    -4.26   0.000      -11.155   -4.126833
                            936  |   1.252183   1.384947     0.90   0.366    -1.462264    3.966629
                            939  |  -2.682337    1.02751    -2.61   0.009    -4.696219   -.6684541
                            940  |  -6.232116   1.496906    -4.16   0.000    -9.165999   -3.298234
                            941  |  -1.934814   1.287595    -1.50   0.133    -4.458454    .5888264
                            945  |  -1.676558   1.368522    -1.23   0.221    -4.358811    1.005696
                            946  |  -1.900624    1.23607    -1.54   0.124    -4.323277    .5220285
                            950  |   -3.94953   1.337658    -2.95   0.003    -6.571292   -1.327768
                            951  |   .0750521   .9986017     0.08   0.940    -1.882171    2.032276
                            969  |   .2562553   .9690598     0.26   0.791    -1.643067    2.155577
                            970  |  -3.774367   1.381345    -2.73   0.006    -6.481754   -1.066979
                            974  |   1.947614   .8225327     2.37   0.018     .3354794    3.559748
                            975  |  -5.985222   1.639326    -3.65   0.000    -9.198242   -2.772202
                            976  |   3.188217   1.141005     2.79   0.005     .9518875    5.424546
                           1004  |    1.41594   .8442264     1.68   0.094    -.2387129    3.070594
                           1005  |  -3.184157   1.483153    -2.15   0.032    -6.091083   -.2772305
                           1006  |   .2083022   1.099436     0.19   0.850    -1.946553    2.363157
                           1009  |   .4680075   .8016314     0.58   0.559    -1.103161    2.039176
                           1010  |   -1.58227    1.60608    -0.99   0.325     -4.73013     1.56559
                           1011  |  -.0302965   1.496014    -0.02   0.984    -2.962431    2.901838
                           1014  |   3.019087   1.293208     2.33   0.020     .4844457    5.553728
                           1015  |  -.4751293   1.399975    -0.34   0.734     -3.21903    2.268772
                           1016  |   1.874067    1.50543     1.24   0.213    -1.076522    4.824657
                           1029  |   3.789021   1.145673     3.31   0.001     1.543542      6.0345
                           1030  |   1.089737   1.422204     0.77   0.444    -1.697732    3.877207
                           1031  |   .5645419   1.015239     0.56   0.578    -1.425291    2.554375
                           1034  |   2.604732   .7726111     3.37   0.001     1.090442    4.119022
                           1035  |   1.209732   1.297596     0.93   0.351    -1.333509    3.752974
                           1036  |   .1061629   1.245027     0.09   0.932    -2.334044     2.54637
                           1039  |    3.96338   .9085768     4.36   0.000     2.182602    5.744158
                           1040  |   1.279833    1.27804     1.00   0.317     -1.22508    3.784745
                           1041  |   1.609104   .9623274     1.67   0.095    -.2770227    3.495231
                           1044  |   4.577257   1.095739     4.18   0.000     2.429648    6.724866
                           1045  |  -.9150754   2.330841    -0.39   0.695     -5.48344    3.653289
                           1046  |   4.110455   1.445421     2.84   0.004     1.277482    6.943428
                           1049  |   2.048047   1.384238     1.48   0.139    -.6650093    4.761103
                           1050  |  -1.814962   1.695098    -1.07   0.284    -5.137292    1.507369
                           1051  |   1.066743   1.163033     0.92   0.359     -1.21276    3.346245
                           1055  |   .2787901   1.331297     0.21   0.834    -2.330504    2.888084
                           1056  |   2.140971   1.063924     2.01   0.044     .0557196    4.226223
                           1064  |   1.483978   1.024335     1.45   0.147    -.5236804    3.491637
                           1065  |   .0760872   1.548508     0.05   0.961    -2.958933    3.111108
                           1066  |   .4329573   2.081438     0.21   0.835    -3.646586    4.512501
                           1074  |   3.623894   .9387165     3.86   0.000     1.784044    5.463745
                           1075  |   1.371718    1.41442     0.97   0.332    -1.400495     4.14393
                           1076  |   2.755668   .9798036     2.81   0.005     .8352887    4.676048
                           1105  |  -1.052551   1.659785    -0.63   0.526    -4.305669    2.200567
                           1106  |   1.212417   1.245089     0.97   0.330    -1.227913    3.652748
                           1114  |   1.929238   .8662768     2.23   0.026     .2313669     3.62711
                           1115  |   1.803677   1.260999     1.43   0.153     -.667835     4.27519
                           1116  |   3.953561   1.098219     3.60   0.000     1.801091    6.106031
                           1119  |   .2332367   .8836009     0.26   0.792    -1.498589    1.965063
                           1120  |          0  (omitted)
                           1121  |          0  (omitted)
                                 |
                           _cons |   4.482518   1.553916     2.88   0.004     1.436898    7.528138
--------------------------------------------------------------------------------------------------
Note: 54 failures and 1 success completely determined.

. est store Q

. margins if e(sample) & l.connected==0, at(l.lnUNstockfromOinD=(0(1)9)) 

Predictive margins                              Number of obs     =     23,827
Model VCE    : Robust

Expression   : Pr(connected), predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      z    P>|z|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .0077142   .0008723     8.84   0.000     .0060045    .0094239
          2  |   .0087876   .0008057    10.91   0.000     .0072084    .0103667
          3  |   .0099942    .000732    13.65   0.000     .0085595    .0114289
          4  |   .0113475   .0006792    16.71   0.000     .0100163    .0126788
          5  |   .0128617   .0007017    18.33   0.000     .0114865    .0142369
          6  |   .0145516   .0008552    17.02   0.000     .0128755    .0162278
          7  |   .0164329   .0011527    14.26   0.000     .0141737    .0186921
          8  |   .0185217     .00158    11.72   0.000     .0154249    .0216184
          9  |   .0208347   .0021271     9.79   0.000     .0166657    .0250038
         10  |   .0233892   .0027928     8.37   0.000     .0179154     .028863
------------------------------------------------------------------------------

. marginsplot, saving(file1.gph, replace)

  Variables that uniquely identify margins: L.lnUNstockfromOinD
(note: file file1.gph not found)
(file file1.gph saved)

. margins if e(sample) & l.connected==1, at(l.lnUNstockfromOinD=(0(1)9))

Predictive margins                              Number of obs     =      1,827
Model VCE    : Robust

Expression   : Pr(connected), predict()

1._at        : L.lnUNstoc~D    =           0

2._at        : L.lnUNstoc~D    =           1

3._at        : L.lnUNstoc~D    =           2

4._at        : L.lnUNstoc~D    =           3

5._at        : L.lnUNstoc~D    =           4

6._at        : L.lnUNstoc~D    =           5

7._at        : L.lnUNstoc~D    =           6

8._at        : L.lnUNstoc~D    =           7

9._at        : L.lnUNstoc~D    =           8

10._at       : L.lnUNstoc~D    =           9

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      z    P>|z|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |   .8539968   .0222018    38.47   0.000     .8104821    .8975114
          2  |   .8653017   .0181695    47.62   0.000     .8296902    .9009133
          3  |   .8759744   .0145651    60.14   0.000     .8474273    .9045215
          4  |   .8860218   .0114322    77.50   0.000     .8636151    .9084285
          5  |   .8954545   .0088453   101.23   0.000      .878118    .9127909
          6  |   .9042863   .0069327   130.44   0.000     .8906984    .9178741
          7  |   .9125339   .0058608   155.70   0.000     .9010469    .9240209
          8  |   .9202162   .0056744   162.17   0.000     .9090946    .9313378
          9  |    .927354   .0061313   151.25   0.000     .9153368    .9393711
         10  |   .9339695   .0068804   135.74   0.000     .9204842    .9474548
------------------------------------------------------------------------------

. marginsplot, saving(file2.gph, replace)

  Variables that uniquely identify margins: L.lnUNstockfromOinD
(note: file file2.gph not found)
(file file2.gph saved)

. 
. * DV: Binary measure of greenfield investment: Table 3, column 2
. *First, define sample
. qui ppmlhdfe greenfield l.( c.lnUNstockfromOinD greenfield lndistw contig comlang_off  colony comcur  comleg rqe_diff  trade_UN   gdppc_constant_diff 
> lninstock),  abs(push pull) cl(code_o code_d)

. * Then, run logit on that sample
. logit greenfield l.(greenfield lndistw contig comlang_off colony comcur  comleg rqe_diff  trade_UN  gdppc_constant_diff lnUNstockfromOinD lninstock) i
> .push i.pull if e(sample), cl(dyad) nolog
note: 1115.pull omitted because of collinearity
note: 1116.pull omitted because of collinearity

Logistic regression                             Number of obs     =     14,666
                                                Wald chi2(459)    =    3405.76
                                                Prob > chi2       =     0.0000
Log pseudolikelihood = -643.30881               Pseudo R2         =     0.7623

                                      (Std. Err. adjusted for 7,273 clusters in dyad)
-------------------------------------------------------------------------------------
                    |               Robust
         greenfield |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
--------------------+----------------------------------------------------------------
         greenfield |
                L1. |   9.330028   .5817142    16.04   0.000     8.189889    10.47017
                    |
            lndistw |
                L1. |  -1.185325    .192016    -6.17   0.000     -1.56167   -.8089809
                    |
             contig |
                L1. |  -.5709813   .3805287    -1.50   0.133    -1.316804    .1748411
                    |
        comlang_off |
                L1. |   1.700302   .2946885     5.77   0.000     1.122723     2.27788
                    |
             colony |
                L1. |   .4405208   .4324856     1.02   0.308    -.4071353    1.288177
                    |
             comcur |
                L1. |  -.2945909   .6038328    -0.49   0.626    -1.478081    .8888997
                    |
   comleg_posttrans |
                L1. |   -.248918   .2196719    -1.13   0.257     -.679467    .1816309
                    |
           rqe_diff |
                L1. |   .6818312   .5334172     1.28   0.201    -.3636474     1.72731
                    |
           trade_UN |
                L1. |   111.6062   62.05657     1.80   0.072    -10.02246    233.2348
                    |
gdppc_constant_diff |
                L1. |  -.0008232    .015801    -0.05   0.958    -.0317926    .0301463
                    |
  lnUNstockfromOinD |
                L1. |   .1736905   .0378967     4.58   0.000     .0994143    .2479668
                    |
          lninstock |
                L1. |   .0485357   .0641461     0.76   0.449    -.0771883    .1742597
                    |
               push |
                14  |   1.904647   1.109305     1.72   0.086    -.2695506    4.078845
                15  |   3.411534   1.543948     2.21   0.027     .3854524    6.437615
                38  |   1.059259   1.788703     0.59   0.554    -2.446535    4.565053
                39  |   3.384756   1.620025     2.09   0.037     .2095665    6.559946
                40  |   5.984148   1.929017     3.10   0.002     2.203344    9.764952
                44  |   3.240622   1.668747     1.94   0.052    -.0300619    6.511306
                45  |   2.731205   1.931389     1.41   0.157    -1.054248    6.516657
                59  |   6.509349   1.730664     3.76   0.000      3.11731    9.901389
                60  |   3.146897   1.923316     1.64   0.102    -.6227334    6.916526
                63  |   .5686889   1.484194     0.38   0.702    -2.340278    3.477655
                64  |   6.304511   1.615601     3.90   0.000      3.13799    9.471031
                65  |   4.708948   1.913403     2.46   0.014     .9587471     8.45915
                78  |   1.354861    1.42447     0.95   0.342    -1.437049    4.146771
                79  |   6.113877   1.675464     3.65   0.000     2.830027    9.397727
                80  |   1.708357   2.023186     0.84   0.398    -2.257015     5.67373
                99  |   5.047668   1.767002     2.86   0.004     1.584408    8.510929
               100  |    2.79064   2.006036     1.39   0.164    -1.141118    6.722398
               138  |  -5.033992   1.576139    -3.19   0.001    -8.123168   -1.944816
               139  |   6.610195   1.780782     3.71   0.000     3.119925    10.10046
               140  |   3.635985   2.257302     1.61   0.107    -.7882461    8.060216
               144  |   5.802003   1.780893     3.26   0.001     2.311516    9.292489
               145  |   3.899353   1.845918     2.11   0.035     .2814212    7.517285
               159  |   5.420058   1.713877     3.16   0.002      2.06092    8.779196
               160  |    3.41082   1.815729     1.88   0.060     -.147944    6.969584
               168  |   .4234078   1.751678     0.24   0.809    -3.009818    3.856633
               169  |   4.379273   1.961072     2.23   0.026     .5356426    8.222903
               170  |   7.734647   1.909541     4.05   0.000     3.992016    11.47728
               178  |   2.936323   1.362153     2.16   0.031     .2665523    5.606093
               179  |   5.230661   1.887727     2.77   0.006     1.530785    8.930537
               180  |   5.200887    1.87078     2.78   0.005     1.534225    8.867548
               183  |  -2.478158   1.409606    -1.76   0.079    -5.240935    .2846194
               184  |   1.569855   1.674179     0.94   0.348    -1.711476    4.851186
               185  |   6.243917   2.262901     2.76   0.006     1.808713    10.67912
               188  |    2.01395   1.373545     1.47   0.143    -.6781489    4.706049
               189  |   3.309977   1.488062     2.22   0.026     .3934301    6.226525
               190  |   5.066065   2.014432     2.51   0.012      1.11785    9.014279
               213  |  -4.807123   1.374646    -3.50   0.000    -7.501379   -2.112867
               214  |   3.521402   1.689449     2.08   0.037     .2101421    6.832661
               228  |  -1.312351   1.532564    -0.86   0.392     -4.31612    1.691419
               229  |  -.9585162   1.666478    -0.58   0.565    -4.224754    2.307721
               230  |   2.504778   2.089376     1.20   0.231    -1.590324     6.59988
               234  |   3.008052   1.903821     1.58   0.114    -.7233675    6.739472
               235  |   1.136469   1.811404     0.63   0.530    -2.413817    4.686755
               249  |   3.531084   1.632434     2.16   0.031     .3315719    6.730596
               250  |   4.772956   2.023184     2.36   0.018     .8075874    8.738325
               259  |   2.811901   1.369708     2.05   0.040     .1273213     5.49648
               260  |   6.527486   1.731493     3.77   0.000     3.133821    9.921151
               261  |   5.619952   2.021581     2.78   0.005     1.657725    9.582179
               280  |   4.125068   1.726655     2.39   0.017     .7408853     7.50925
               281  |   3.126231   2.074936     1.51   0.132    -.9405686     7.19303
               289  |  -.6256304   1.359077    -0.46   0.645    -3.289372    2.038111
               290  |  -.6827019   1.596783    -0.43   0.669    -3.812339    2.446936
               291  |    2.72295   1.966838     1.38   0.166    -1.131982    6.577881
               294  |   .1028425   1.256111     0.08   0.935    -2.359091    2.564776
               295  |   2.113108   1.446455     1.46   0.144    -.7218925    4.948109
               296  |   5.218115    1.89297     2.76   0.006     1.507962    8.928268
               309  |  -5.716043   9.257061    -0.62   0.537    -23.85955    12.42746
               310  |   4.380785   2.000596     2.19   0.029       .45969     8.30188
               311  |   4.416296   1.965324     2.25   0.025     .5643325    8.268259
               314  |  -1.122054   1.306437    -0.86   0.390    -3.682624    1.438517
               339  |    1.17424   1.416465     0.83   0.407    -1.601981    3.950461
               340  |   7.018172   1.622896     4.32   0.000     3.837354    10.19899
               341  |   5.419931   2.192598     2.47   0.013     1.122518    9.717344
               356  |   6.391116   1.897394     3.37   0.001     2.672292    10.10994
               359  |   2.122401    1.46716     1.45   0.148    -.7531806    4.997982
               360  |   6.710202   1.735378     3.87   0.000     3.308924    10.11148
               361  |   6.256669   1.909606     3.28   0.001      2.51391    9.999428
               404  |  -2.448253   1.408011    -1.74   0.082    -5.207904    .3113983
               405  |  -1.182922   2.113651    -0.56   0.576    -5.325602    2.959758
               406  |   4.509749   1.903266     2.37   0.018     .7794174    8.240081
               419  |  -1.598069   1.644839    -0.97   0.331    -4.821895    1.625756
               420  |  -.7580415   1.627073    -0.47   0.641    -3.947045    2.430962
               421  |   5.596301   1.887635     2.96   0.003     1.896606    9.295997
               434  |  -2.181797   1.482321    -1.47   0.141    -5.087092    .7234991
               435  |  -.9498869   1.598858    -0.59   0.552     -4.08359    2.183817
               436  |   1.054516   2.077832     0.51   0.612    -3.017959    5.126991
               440  |   3.037548   1.842428     1.65   0.099    -.5735447    6.648641
               441  |   2.417648   2.064695     1.17   0.242    -1.629079    6.464375
               464  |   1.459571   1.200286     1.22   0.224    -.8929471    3.812089
               465  |   2.515943   1.472031     1.71   0.087    -.3691843    5.401071
               466  |   6.231656   1.893892     3.29   0.001     2.519696    9.943616
               470  |   1.138397   1.656021     0.69   0.492    -2.107343    4.384138
               471  |   3.431444   2.071524     1.66   0.098     -.628668    7.491556
               474  |   .1277684   1.387242     0.09   0.927    -2.591177    2.846714
               475  |   4.493385   1.707461     2.63   0.008     1.146823    7.839947
               476  |   4.224329   1.691679     2.50   0.013     .9086998    7.539959
               484  |   1.881714   1.541655     1.22   0.222    -1.139873    4.903302
               494  |    1.72641    1.75908     0.98   0.326    -1.721324    5.174144
               495  |   5.257962   1.717354     3.06   0.002      1.89201    8.623914
               496  |   4.351748   1.784887     2.44   0.015     .8534345    7.850062
               499  |  -2.674196   1.263194    -2.12   0.034     -5.15001   -.1983813
               500  |   2.840796   1.572536     1.81   0.071    -.2413176     5.92291
               501  |    4.08374   1.788534     2.28   0.022      .578279    7.589202
               504  |    1.09726   1.283918     0.85   0.393    -1.419174    3.613694
               505  |   2.019375   1.513102     1.33   0.182    -.9462513    4.985001
               506  |   5.271576   1.902533     2.77   0.006      1.54268    9.000472
               509  |   2.894966   1.511102     1.92   0.055     -.066739    5.856671
               510  |   6.146298   1.891546     3.25   0.001     2.438937     9.85366
               511  |   7.149763   1.966445     3.64   0.000     3.295602    11.00392
               514  |   .8621338   1.470917     0.59   0.558    -2.020811    3.745078
               515  |    1.98167   1.546089     1.28   0.200    -1.048608    5.011948
               519  |  -4.580182    1.20542    -3.80   0.000    -6.942761   -2.217603
               520  |  -.7124983   1.672795    -0.43   0.670    -3.991117     2.56612
               544  |    2.14548   1.442251     1.49   0.137    -.6812797    4.972239
               545  |    6.46424   1.674068     3.86   0.000     3.183126    9.745353
               546  |   4.009724   1.935964     2.07   0.038     .2153042    7.804145
               550  |   5.497887   1.779103     3.09   0.002     2.010909    8.984866
               551  |    3.76541   1.841523     2.04   0.041     .1560917    7.374728
               559  |    .254445   1.437231     0.18   0.859    -2.562476    3.071366
               560  |   5.414716   1.605992     3.37   0.001      2.26703    8.562401
               561  |   5.947664   2.263025     2.63   0.009     1.512216    10.38311
               569  |  -1.121641   1.502034    -0.75   0.455    -4.065573    1.822291
               570  |   4.231877   1.655433     2.56   0.011     .9872878    7.476465
               571  |   5.936332    1.75883     3.38   0.001     2.489089    9.383576
               611  |   6.207575    1.93591     3.21   0.001     2.413261    10.00189
               630  |   5.976671   1.665163     3.59   0.000     2.713012     9.24033
               631  |   5.505847   1.921204     2.87   0.004     1.740355    9.271338
               644  |   1.792292   1.328403     1.35   0.177    -.8113296    4.395914
               645  |   4.011606   1.459204     2.75   0.006      1.15162    6.871593
               646  |  -.0203644   2.198491    -0.01   0.993    -4.329329      4.2886
               689  |  -1.741278   1.190496    -1.46   0.144    -4.074608     .592052
               690  |   5.138219   1.839575     2.79   0.005     1.532718     8.74372
               691  |   4.158181   1.560089     2.67   0.008     1.100464    7.215899
               695  |   3.874302   1.841421     2.10   0.035     .2651824    7.483421
               696  |   1.970146   1.519325     1.30   0.195    -1.007678    4.947969
               699  |  -1.222306   1.572932    -0.78   0.437    -4.305197    1.860585
               700  |   2.954711   2.192867     1.35   0.178     -1.34323    7.252652
               701  |   5.448172   2.503897     2.18   0.030     .5406238    10.35572
               724  |  -.1693217   1.247538    -0.14   0.892    -2.614451    2.275808
               725  |   5.709537   1.451101     3.93   0.000     2.865431    8.553644
               726  |   3.614693   1.804952     2.00   0.045     .0770514    7.152334
               729  |  -1.002729   1.308899    -0.77   0.444    -3.568124    1.562665
               730  |   -1.00585   1.607385    -0.63   0.531    -4.156266    2.144566
               731  |   2.421119   2.050399     1.18   0.238    -1.597589    6.439827
               739  |   1.470016   1.556612     0.94   0.345    -1.580888    4.520921
               740  |   6.517329   1.706964     3.82   0.000      3.17174    9.862917
               741  |    2.36996   1.885721     1.26   0.209    -1.325985    6.065905
               745  |   6.878391   1.635872     4.20   0.000     3.672142    10.08464
               746  |   5.329521   1.742058     3.06   0.002      1.91515    8.743893
               769  |  -3.446386   1.199999    -2.87   0.004    -5.798342   -1.094431
               770  |   .6424339    1.58951     0.40   0.686    -2.472949    3.757817
               779  |    1.17282   1.430682     0.82   0.412    -1.631265    3.976905
               780  |   -1.45965   2.082378    -0.70   0.483    -5.541036    2.621736
               781  |  -1.767128   2.184366    -0.81   0.419    -6.048406     2.51415
               789  |  -.6077906   1.486475    -0.41   0.683    -3.521227    2.305646
               790  |  -.0330191   1.615637    -0.02   0.984     -3.19961    3.133572
               791  |   3.326457   2.087065     1.59   0.111    -.7641142    7.417028
               796  |   5.083967    2.14197     2.37   0.018      .885783    9.282152
               809  |  -2.694943   17.59601    -0.15   0.878    -37.18249     31.7926
               810  |   2.736127   1.543277     1.77   0.076    -.2886408    5.760895
               811  |   3.454672   1.767352     1.95   0.051     -.009274    6.918618
               824  |   1.839892   1.535602     1.20   0.231    -1.169832    4.849617
               825  |   4.477905   1.603516     2.79   0.005     1.335072    7.620739
               826  |    8.48779   1.921642     4.42   0.000     4.721442    12.25414
               840  |   1.656486    1.66529     0.99   0.320    -1.607421    4.920394
               854  |   .9516754   1.297908     0.73   0.463    -1.592178    3.495529
               855  |   5.941515   1.616934     3.67   0.000     2.772383    9.110647
               856  |   3.146856   1.910086     1.65   0.099    -.5968431    6.890556
               865  |   .8356135   1.553782     0.54   0.591    -2.209743     3.88097
               866  |   3.192999    1.79874     1.78   0.076    -.3324665    6.718464
               879  |  -2.835918   1.450339    -1.96   0.051     -5.67853    .0066936
               880  |   1.242704   3.188048     0.39   0.697    -5.005756    7.491163
               881  |   4.358178   2.951683     1.48   0.140    -1.427015    10.14337
               900  |  -.0857498   1.578453    -0.05   0.957     -3.17946    3.007961
               929  |  -1.855198   1.302824    -1.42   0.154    -4.408686    .6982894
               930  |   .7832769   1.594018     0.49   0.623    -2.340941    3.907494
               931  |   3.140447   1.826009     1.72   0.085    -.4384647    6.719358
               934  |   .8022294   1.817041     0.44   0.659    -2.759105    4.363564
               935  |    2.53272   1.560836     1.62   0.105    -.5264615    5.591902
               936  |   4.329391   1.777173     2.44   0.015     .8461958    7.812586
               940  |    5.42227   1.867017     2.90   0.004     1.762984    9.081556
               941  |   5.126471   1.883355     2.72   0.006     1.435163    8.817778
               969  |   1.112163   1.485369     0.75   0.454    -1.799106    4.023433
               970  |   6.263067   1.834586     3.41   0.001     2.667344     9.85879
               971  |   2.839945   1.917506     1.48   0.139    -.9182979    6.598187
               975  |   3.349241   1.998882     1.68   0.094    -.5684949    7.266977
               976  |   1.312951   1.909796     0.69   0.492     -2.43018    5.056082
              1014  |   -.466563   1.281599    -0.36   0.716    -2.978451    2.045325
              1015  |   4.165076   1.472262     2.83   0.005     1.279496    7.050657
              1016  |   4.455815   1.895214     2.35   0.019     .7412641    8.170365
              1044  |  -3.101512   1.440174    -2.15   0.031      -5.9242   -.2788233
              1045  |  -.8146344   4.946516    -0.16   0.869    -10.50963    8.880359
              1046  |   3.169072    1.97971     1.60   0.109    -.7110882    7.049232
              1049  |     .05867   2.368605     0.02   0.980     -4.58371     4.70105
              1050  |   6.732336   1.773664     3.80   0.000     3.256018    10.20865
              1051  |   4.593207   2.043524     2.25   0.025     .5879732     8.59844
              1065  |   3.518203   1.960389     1.79   0.073     -.324088    7.360494
              1066  |   6.057598   1.784772     3.39   0.001     2.559509    9.555687
              1105  |   .4907052   1.959277     0.25   0.802    -3.349408    4.330818
              1106  |   6.305466   1.658312     3.80   0.000     3.055235    9.555697
                    |
               pull |
                14  |  -3.831699   .9364314    -4.09   0.000     -5.66707   -1.996327
                15  |  -.1094484   1.422801    -0.08   0.939    -2.898088    2.679191
                24  |  -1.124457   1.095592    -1.03   0.305    -3.271777    1.022863
                25  |   -5.97532   1.614395    -3.70   0.000    -9.139475   -2.811165
                39  |  -2.367325   1.790993    -1.32   0.186    -5.877607    1.142958
                40  |  -3.646176   1.438546    -2.53   0.011    -6.465675   -.8266778
                43  |   .5527848   1.103503     0.50   0.616    -1.610042    2.715611
                44  |  -6.159895   2.472463    -2.49   0.013    -11.00583   -1.313957
                45  |  -3.848467   1.500412    -2.56   0.010     -6.78922   -.9077137
                48  |   3.518137    1.36799     2.57   0.010     .8369259    6.199348
                49  |  -.5421159   1.173015    -0.46   0.644    -2.841183    1.756951
                50  |  -2.952091    1.22863    -2.40   0.016    -5.360162   -.5440195
                58  |  -1.403386   1.199904    -1.17   0.242    -3.755154     .948382
                59  |  -3.126792   1.009958    -3.10   0.002    -5.106274    -1.14731
                60  |  -4.110318   1.369881    -3.00   0.003    -6.795236   -1.425401
                63  |  -.0765856    1.84279    -0.04   0.967    -3.688388    3.535217
                64  |  -3.884995   1.386726    -2.80   0.005    -6.602928   -1.167061
                65  |  -5.294822   1.363419    -3.88   0.000    -7.967074    -2.62257
                69  |  -3.625495   .9237325    -3.92   0.000    -5.435977   -1.815012
                70  |  -2.546715   1.361989    -1.87   0.062    -5.216163    .1227339
                79  |  -5.233541     1.5629    -3.35   0.001    -8.296768   -2.170314
                84  |  -2.825754   1.192875    -2.37   0.018    -5.163746   -.4877624
                88  |  -1.168583   1.067141    -1.10   0.273    -3.260141    .9229752
                89  |  -5.335235   .9732621    -5.48   0.000    -7.242794   -3.427677
                94  |  -3.265046   .9558354    -3.42   0.001    -5.138449   -1.391643
                98  |   2.722867    1.41699     1.92   0.055    -.0543812    5.500116
                99  |  -2.613417   .9512841    -2.75   0.006    -4.477899    -.748934
               100  |  -4.363126   1.267297    -3.44   0.001    -6.846983   -1.879269
               103  |   1.891781   1.682686     1.12   0.261    -1.406224    5.189785
               104  |  -1.509569   1.159452    -1.30   0.193    -3.782052    .7629147
               105  |  -5.402019   1.326148    -4.07   0.000    -8.001221   -2.802817
               113  |   3.701681   1.348443     2.75   0.006     1.058781    6.344581
               114  |  -2.793928   .9241616    -3.02   0.003    -4.605251   -.9826042
               115  |  -5.931291   1.944081    -3.05   0.002    -9.741619   -2.120963
               118  |   4.492391   1.001491     4.49   0.000     2.529505    6.455278
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               275  |  -3.773638   1.349033    -2.80   0.005    -6.417694   -1.129581
               276  |  -4.829511    1.45805    -3.31   0.001    -7.687236   -1.971786
               279  |   3.142873   1.433804     2.19   0.028     .3326676    5.953078
               281  |  -2.524907   1.286226    -1.96   0.050    -5.045863   -.0039511
               284  |   3.008104   1.134687     2.65   0.008     .7841587     5.23205
               285  |   -1.41224   1.080931    -1.31   0.191    -3.530827    .7063465
               286  |  -4.715173   1.385418    -3.40   0.001    -7.430542   -1.999805
               289  |  -.9309416   1.016798    -0.92   0.360    -2.923829    1.061946
               290  |   -2.37733   1.085657    -2.19   0.029    -4.505179   -.2494816
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               311  |  -4.852441   1.537137    -3.16   0.002    -7.865173   -1.839709
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               360  |  -4.107553   1.416918    -2.90   0.004    -6.884661   -1.330445
               361  |  -7.321115    2.06524    -3.54   0.000    -11.36891   -3.273319
               364  |   4.577832   1.085434     4.22   0.000      2.45042    6.705245
               365  |  -2.887567   .8809957    -3.28   0.001    -4.614287   -1.160848
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               370  |  -3.996503   1.096466    -3.64   0.000    -6.145536    -1.84747
               371  |  -5.933766    1.42523    -4.16   0.000    -8.727166   -3.140366
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               405  |  -4.412767   .9841573    -4.48   0.000     -6.34168   -2.483854
               406  |  -9.478358   1.930746    -4.91   0.000    -13.26255   -5.694165
               419  |   3.284725   1.165164     2.82   0.005     1.001046    5.568404
               420  |  -1.219955   .9549385    -1.28   0.201      -3.0916    .6516901
               421  |  -9.251147   1.936462    -4.78   0.000    -13.04654   -5.455752
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               435  |  -2.007083   1.233919    -1.63   0.104     -4.42552    .4113543
               436  |  -8.699954   1.610425    -5.40   0.000    -11.85633   -5.543578
               439  |   4.357814   1.103613     3.95   0.000     2.194773    6.520856
               440  |  -1.111489   1.631486    -0.68   0.496    -4.309141    2.086164
               441  |  -3.936252   1.359637    -2.90   0.004    -6.601091   -1.271412
               444  |  -1.494631   1.060687    -1.41   0.159    -3.573539    .5842762
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               461  |  -.6856363    1.44708    -0.47   0.636    -3.521862    2.150589
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               466  |  -2.285517   1.336888    -1.71   0.087     -4.90577    .3347361
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               470  |  -3.830244   2.077766    -1.84   0.065     -7.90259    .2421015
               471  |  -5.686729   1.437138    -3.96   0.000    -8.503467   -2.869991
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               495  |   -8.52128   1.464602    -5.82   0.000    -11.39185   -5.650713
               496  |  -7.802957   1.700899    -4.59   0.000    -11.13666   -4.469256
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               501  |  -4.944107   1.356317    -3.65   0.000     -7.60244   -2.285773
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               511  |  -4.261973   1.448852    -2.94   0.003     -7.10167   -1.422275
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               515  |  -.2651556   .9919965    -0.27   0.789    -2.209433    1.679122
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               519  |   4.147131   1.353846     3.06   0.002     1.493642     6.80062
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               525  |  -3.531213   .9952965    -3.55   0.000    -5.481959   -1.580468
               526  |  -2.540187   1.467204    -1.73   0.083    -5.415854    .3354789
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               531  |   -1.58249   1.686146    -0.94   0.348    -4.887276    1.722297
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               560  |  -5.576054   .9718043    -5.74   0.000    -7.480755   -3.671353
               561  |  -7.555923   1.405131    -5.38   0.000    -10.30993   -4.801916
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               590  |  -4.809792    1.06541    -4.51   0.000    -6.897956   -2.721627
               591  |  -4.425476   1.303907    -3.39   0.001    -6.981087   -1.869865
               594  |   .3556093   1.260675     0.28   0.778    -2.115269    2.826487
               595  |  -6.472139   4.277353    -1.51   0.130     -14.8556    1.911318
               596  |  -5.127874   3.126499    -1.64   0.101     -11.2557    .9999513
               599  |  -1.494278   1.044348    -1.43   0.152    -3.541163    .5526075
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               616  |  -3.615555   1.296988    -2.79   0.005    -6.157605   -1.073506
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               620  |  -3.258974   .9675594    -3.37   0.001    -5.155355   -1.362592
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               629  |   4.322065   1.283598     3.37   0.001     1.806259    6.837871
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               641  |  -5.899374   1.577418    -3.74   0.000    -8.991056   -2.807692
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               645  |  -6.309404   1.250269    -5.05   0.000    -8.759886   -3.858922
               660  |  -3.932995   .9793117    -4.02   0.000     -5.85241   -2.013579
               661  |  -2.617482   1.355536    -1.93   0.053    -5.274284    .0393203
               669  |   4.708826   1.279246     3.68   0.000     2.201549    7.216103
               670  |  -2.968364   2.612974    -1.14   0.256    -8.089699     2.15297
               671  |  -2.480624   1.125601    -2.20   0.028    -4.686763   -.2744863
               675  |  -1.056206   1.283637    -0.82   0.411    -3.572088    1.459677
               676  |  -1.429748   1.359992    -1.05   0.293    -4.095283    1.235787
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               690  |  -2.952376   1.025035    -2.88   0.004    -4.961409   -.9433439
               691  |  -8.981501    2.32026    -3.87   0.000    -13.52913   -4.433874
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               700  |  -.7028035   1.492519    -0.47   0.638    -3.628087     2.22248
               701  |   .0870323   1.481154     0.06   0.953    -2.815977    2.990041
               716  |   .6001646   1.416359     0.42   0.672    -2.175848    3.376177
               726  |  -1.037382   1.841235    -0.56   0.573    -4.646136    2.571373
               730  |   -1.51797   1.573348    -0.96   0.335    -4.601675    1.565736
               740  |  -6.702966   1.372998    -4.88   0.000    -9.393993   -4.011939
               741  |  -6.154444   1.521161    -4.05   0.000    -9.135866   -3.173022
               759  |   .7130654   1.175384     0.61   0.544    -1.590644    3.016775
               760  |  -4.711667   1.160356    -4.06   0.000    -6.985924    -2.43741
               761  |  -2.611119   1.334922    -1.96   0.050    -5.227517    .0052792
               770  |  -.6397154   1.154087    -0.55   0.579    -2.901685    1.622254
               771  |  -5.121343   1.460302    -3.51   0.000    -7.983482   -2.259205
               779  |   5.296025   1.126035     4.70   0.000     3.089038    7.503013
               780  |     .17356   1.059155     0.16   0.870    -1.902345    2.249466
               781  |  -5.223959   2.204518    -2.37   0.018    -9.544735    -.903183
               789  |   1.404091    1.04137     1.35   0.178    -.6369572     3.44514
               790  |  -.1286428   1.437032    -0.09   0.929    -2.945175    2.687889
               791  |   -5.34821   1.744327    -3.07   0.002    -8.767029   -1.929391
               794  |   3.018692   1.306689     2.31   0.021     .4576287    5.579755
               795  |  -5.271463   1.625022    -3.24   0.001    -8.456448   -2.086479
               796  |  -5.328129   1.596871    -3.34   0.001    -8.457939   -2.198319
               809  |   2.310693   1.555378     1.49   0.137    -.7377919    5.359178
               810  |  -2.763325   1.177048    -2.35   0.019    -5.070296    -.456354
               811  |  -6.663286   1.544794    -4.31   0.000    -9.691027   -3.635545
               824  |   1.752902    1.25838     1.39   0.164    -.7134767    4.219281
               825  |  -5.456355   .9866282    -5.53   0.000    -7.390111     -3.5226
               826  |     -5.655   1.354925    -4.17   0.000    -8.310604   -2.999397
               829  |   1.249608   .9029736     1.38   0.166    -.5201876    3.019404
               830  |  -2.603742   4.657602    -0.56   0.576    -11.73247     6.52499
               854  |   .7161162    4.33945     0.17   0.869    -7.789049    9.221282
               855  |    -.69842   1.012481    -0.69   0.490    -2.682847    1.286007
               856  |  -7.321982   1.426774    -5.13   0.000    -10.11841   -4.525557
               869  |   4.353507    1.02927     4.23   0.000     2.336174    6.370839
               870  |  -3.510531   .9028624    -3.89   0.000    -5.280109   -1.740953
               871  |  -9.223916   2.052428    -4.49   0.000     -13.2466   -5.201232
               874  |   2.536765   1.107544     2.29   0.022      .366019    4.707511
               875  |  -6.129534   1.255394    -4.88   0.000    -8.590062   -3.669006
               876  |  -4.366668   1.439248    -3.03   0.002    -7.187542   -1.545793
               879  |   1.817115   2.398876     0.76   0.449    -2.884595    6.518825
               880  |  -6.643276   1.592727    -4.17   0.000    -9.764964   -3.521588
               881  |  -2.793091    2.16247    -1.29   0.196    -7.031454    1.445273
               899  |   3.061215   1.227268     2.49   0.013     .6558137    5.466617
               900  |  -1.469234   1.022346    -1.44   0.151    -3.472995    .5345272
               901  |  -3.416138   1.618051    -2.11   0.035     -6.58746    -.244815
               929  |   .5333844   1.414593     0.38   0.706    -2.239167    3.305936
               930  |  -5.239577    1.03538    -5.06   0.000    -7.268885   -3.210269
               931  |   -4.03324   1.346411    -3.00   0.003    -6.672157   -1.394323
               935  |  -2.943872   1.190207    -2.47   0.013    -5.276635   -.6111091
               936  |  -6.005201    1.42165    -4.22   0.000    -8.791584   -3.218817
               945  |  -3.807696     1.1661    -3.27   0.001    -6.093209   -1.522182
               969  |  -.5560192   1.055451    -0.53   0.598    -2.624665    1.512626
               970  |  -5.165283   1.016428    -5.08   0.000    -7.157444   -3.173121
              1004  |   .8720517   .9708359     0.90   0.369    -1.030752    2.774855
              1005  |  -5.042885   1.081887    -4.66   0.000    -7.163344   -2.922425
              1006  |  -5.506917   1.331663    -4.14   0.000    -8.116928   -2.896905
              1009  |   1.931175   1.376131     1.40   0.161    -.7659916    4.628342
              1011  |   -2.97637   1.434697    -2.07   0.038    -5.788325    -.164415
              1015  |  -2.592681   1.387132    -1.87   0.062    -5.311411    .1260477
              1016  |  -3.703268   2.435754    -1.52   0.128    -8.477257    1.070721
              1029  |   4.503754   .9357426     4.81   0.000     2.669732    6.337776
              1030  |  -.4121315   1.415722    -0.29   0.771    -3.186896    2.362633
              1031  |  -3.567124   1.395297    -2.56   0.011    -6.301856   -.8323917
              1034  |   1.140348   .9507933     1.20   0.230    -.7231724    3.003869
              1035  |  -.2878855   1.012137    -0.28   0.776    -2.271638    1.695867
              1036  |  -3.037286    1.19091    -2.55   0.011    -5.371426   -.7031465
              1039  |   3.004602   1.644487     1.83   0.068    -.2185337    6.227739
              1040  |  -3.353667   .8844633    -3.79   0.000    -5.087183   -1.620151
              1041  |  -7.016996   1.830984    -3.83   0.000    -10.60566   -3.428334
              1044  |   4.360011    1.19498     3.65   0.000     2.017893    6.702129
              1045  |    .029197   1.002334     0.03   0.977    -1.935342    1.993736
              1046  |  -6.095741   1.941755    -3.14   0.002     -9.90151   -2.289972
              1049  |   2.684751   1.510594     1.78   0.076    -.2759595    5.645462
              1050  |  -2.931259   1.409351    -2.08   0.038    -5.693537   -.1689818
              1051  |  -5.890764   1.584113    -3.72   0.000    -8.995569    -2.78596
              1055  |  -3.460467   1.052951    -3.29   0.001    -5.524213    -1.39672
              1056  |  -.9842235   1.377642    -0.71   0.475    -3.684353    1.715906
              1064  |   1.222368   .9719854     1.26   0.209    -.6826887    3.127424
              1065  |  -3.885309   11.97798    -0.32   0.746    -27.36172     19.5911
              1066  |  -2.254126   1.777802    -1.27   0.205    -5.738554    1.230301
              1075  |   1.443105   .8938471     1.61   0.106    -.3088034    3.195013
              1076  |  -.3644265   1.393262    -0.26   0.794     -3.09517    2.366317
              1105  |  -7.656159   3.388978    -2.26   0.024    -14.29843   -1.013885
              1106  |  -4.188397   1.331117    -3.15   0.002    -6.797338   -1.579456
              1114  |   .4841243   .9983108     0.48   0.628    -1.472529    2.440778
              1115  |          0  (omitted)
              1116  |          0  (omitted)
                    |
              _cons |   .4190668   2.005896     0.21   0.835    -3.512417     4.35055
-------------------------------------------------------------------------------------
Note: 46 failures and 1 success completely determined.

. est store QQ

. 
. *Make Table 3
. esttab Q QQ using table3.rtf, drop(*push* *pull*) replace se label nobaselevels star(* 0.10 ** 0.05 *** 0.01)  
(note: file table3.rtf not found)
(output written to table3.rtf)

. 
. * Make Figure 6
. graph combine file1.gph file2.gph

. graph export figure6.eps, replace
(note: file figure6.eps not found)
(file figure6.eps written in EPS format)

. 
. *Erase unnecessary files
. foreach i in file1.gph file2.gph{
  2. erase "`i'"
  3. }

. 
. **********************************************
. *** 3. SUMMARY
. 
. 
. ** Make Figure 1
. label values period yearsbank

. graph bar connected if period>1, over(period, label(labsize(vsmall))) over(oecdlink) scheme(s2color) graphregion(color(white)) ytitle("Share of dyads 
> with banking investment") blabel(total, format(%9.2f)) intensity(50)

. graph export figure1.eps, replace
(note: file figure1.eps not found)
(file figure1.eps written in EPS format)

. 
. 
. ** Make Table A1
. keep if connected!=.
(164,047 observations deleted)

. outreg2 using tablea1.rtf, replace sum(log) keep(connections connected lnUNstockfromOinD lninstock trade_UN gdppc_constant_diff rqe_diff comcur comlan
> g_off lndistw contig  colony comleg comrel) sortvar(connections connected lnUNstockfromOinD lninstock trade_UN gdppc_constant_diff rqe_diff comcur com
> lang_off lndistw contig  colony comleg comrel)

    Variable |        Obs        Mean    Std. Dev.       Min        Max
-------------+---------------------------------------------------------
      period |     86,496         3.5     1.11804          2          5
        dyad |     86,496    24669.76    14700.67        455      50558
     instock |     52,695    810.0453    8900.706          0   525065.7
gdppc_cons~o |     82,365    14737.82    19890.83   191.6356   105761.9
gdppc_cons~d |     82,365    14737.82    19890.83   191.6356   105761.9
-------------+---------------------------------------------------------
    trade_UN |     78,372    .0000403     .000944          0   .0951294
      contig |     86,496    .0206252    .1421269          0          1
 comlang_off |     86,496    .1285609    .3347152          0          1
      colony |     86,496    .0138735    .1169665          0          1
      comcol |     86,496    .0790788    .2698633          0          1
-------------+---------------------------------------------------------
       distw |     86,496    7278.352    4200.321   114.6373   19781.39
      comcur |     86,496    .0121115    .1064188          0          1
    comrelig |     85,408    .1662782    .2510277          0     .98903
comleg_pos~s |     86,496    .3915094    .4880907          0          1
UNstockfro~O |     81,928     7403.44    99747.28          0   1.16e+07
-------------+---------------------------------------------------------
UNstockfro~D |     81,928     7403.44    99747.28          0   1.16e+07
 connections |     86,496    .0556864    .3988027          0         22
       rqe_o |     85,228    2.660432    .9342047   .3074825   4.704017
       rqe_d |     85,228    2.660432    .9342047   .3074825   4.704017
   connected |     86,496    .0359554    .1861801          0          1
-------------+---------------------------------------------------------
  greenfield |     86,496    .0115728    .1069532          0          1
      oecd_d |     86,496    .2039401    .4029273          0          1
      oecd_o |     86,496    .2039401    .4029273          0          1
cvh_offsho~d |     86,496    .0754717    .2641525          0          1
cvh_offsho~o |     86,496    .0754717    .2641525          0          1
-------------+---------------------------------------------------------
     lndistw |     86,496    8.660175    .7796256   4.741773   9.892497
lnUNstockf~O |     81,928    2.315721     3.45023          0   16.26366
lnUNstockf~D |     81,928    2.315721     3.45023          0   16.26366
   lninstock |     52,695    1.271466    2.401774          0   13.17128
    oecdlink |     86,496    2.450888    .8096145          1          4
-------------+---------------------------------------------------------
gdppc_cons~f |     78,392    7.792067    22.32386    .002102   475.7354
dyad_offsh~e |     86,496           0           0          0          0
    rqe_diff |     83,970    1.193296    .8629168   .0653659   15.29849
  lntrade_UN |     78,372    .0000399    .0009209          0   .0908725
rconnections |     86,496    .0562569    .4039554          0         22
-------------+---------------------------------------------------------
      code_o |     86,496    110.3321    65.42773          3        225
        push |     86,496    547.1525    325.8544         12       1121
      code_d |     86,496    110.3321    65.42773          3        225
        pull |     86,496    547.1525    325.8544         12       1121
          AA |     25,654   -1.650704    1.694353   -8.27275   3.243194
-------------+---------------------------------------------------------
     _est_AA |     86,496    .2965917    .4567576          0          1
      _est_A |     86,496    .2965917    .4567576          0          1
          BB |      1,888   -.8909609    1.288638  -5.171517   2.078011
     _est_BB |     86,496    .0218276    .1461212          0          1
      _est_B |     86,496    .0218276    .1461212          0          1
-------------+---------------------------------------------------------
          CC |     11,201   -.8480025     1.72323  -7.646359   4.316413
     _est_CC |     86,496    .1294973    .3357515          0          1
      _est_C |     86,496    .1294973    .3357515          0          1
          DD |        649    .0659109    1.880875  -6.573257   5.049245
     _est_DD |     86,496    .0075032    .0862961          0          1
-------------+---------------------------------------------------------
      _est_D |     86,496    .0075032    .0862961          0          1
          EE |      4,999   -1.369904    1.372704  -5.841995   2.592092
     _est_EE |     86,496    .0577946    .2333559          0          1
      _est_E |     86,496    .0577946    .2333559          0          1
      _est_Q |     86,496    .2965917    .4567576          0          1
-------------+---------------------------------------------------------
     _est_QQ |     86,496     .169557    .3752453          0          1

Following variable is string, not included:  
iso_o  iso_d  
tablea1.rtf
dir : seeout

. 
. ** Make Table A2
. * Subset data used in main models
. qui ppmlhdfe connections l.(connections lndistw contig comlang_off colony comcur comrel comleg rqe_diff trade_UN  gdppc_constant_diff lnUNstockfromOin
> D lninstock) , cl(code_o code_d) abs(push pull) 

. keep if e(sample)
(60,842 observations deleted)

. outreg2 using tablea2.rtf, replace sum(log) keep(connections connected lnUNstockfromOinD lninstock trade_UN gdppc_constant_diff rqe_diff comcur comlan
> g_off lndistw contig  colony comleg comrel) sortvar(connections connected lnUNstockfromOinD lninstock trade_UN gdppc_constant_diff rqe_diff comcur com
> lang_off lndistw contig  colony comleg comrel)

    Variable |        Obs        Mean    Std. Dev.       Min        Max
-------------+---------------------------------------------------------
      period |     25,654    4.065487     .764266          3          5
        dyad |     25,654    23745.73    13757.26        455      50334
     instock |     18,190    1889.115    13945.11          0   525065.7
gdppc_cons~o |     25,654    20892.54    22533.05   403.9873   105761.9
gdppc_cons~d |     25,654    15834.49    20184.64   292.5855   105761.9
-------------+---------------------------------------------------------
    trade_UN |     25,654     .000066    .0013197          0   .0951294
      contig |     25,654     .025649     .158089          0          1
 comlang_off |     25,654    .1192796    .3241236          0          1
      colony |     25,654    .0193732    .1378355          0          1
      comcol |     25,654     .059211    .2360239          0          1
-------------+---------------------------------------------------------
       distw |     25,654    7429.248     4396.02   114.6373   19650.13
      comcur |     25,654    .0207765    .1394654          0          1
    comrelig |     25,654    .1823699    .2604715          0   .9880421
comleg_pos~s |     25,654    .3620488    .4806022          0          1
UNstockfro~O |     25,654    14328.96    151476.9          0   1.16e+07
-------------+---------------------------------------------------------
UNstockfro~D |     25,654    12474.73    149113.9          0   1.16e+07
 connections |     25,654    .1242243    .6017904          0         22
       rqe_o |     25,654      2.9449    .9252983   .8268957   4.449078
       rqe_d |     25,654    2.780808    .9056838   .3779672   4.449078
   connected |     25,654    .0776487    .2676232          0          1
-------------+---------------------------------------------------------
  greenfield |     25,654    .0259219    .1589054          0          1
      oecd_d |     25,654    .2594137    .4383215          0          1
      oecd_o |     25,654    .3178062    .4656328          0          1
cvh_offsho~d |     25,654    .0608872    .2391279          0          1
cvh_offsho~o |     25,654     .061238    .2397711          0          1
-------------+---------------------------------------------------------
     lndistw |     25,654    8.654304    .8341241   4.741773   9.885839
lnUNstockf~O |     25,654    3.490046    3.867218          0   16.26366
lnUNstockf~D |     25,654    3.137943    3.809479          0   16.26366
   lninstock |     18,190    2.042673    3.026674          0   13.17128
    oecdlink |     25,654    2.563538    .9389407          1          4
-------------+---------------------------------------------------------
gdppc_cons~f |     25,654    3.771003    11.40233   .0030294   261.7951
dyad_offsh~e |     25,654           0           0          0          0
    rqe_diff |     25,654    1.086725    .6382886   .0859701   5.380458
  lntrade_UN |     25,654    .0000652     .001282          0   .0908725
rconnections |     25,654    .1256724    .6102348          0         22
-------------+---------------------------------------------------------
      code_o |     25,654    106.2324    61.22974          3        224
        push |     25,654    527.1755    304.9432         13       1115
      code_d |     25,654    108.4949    64.52285          3        225
        pull |     25,654    538.5433    321.3297         13       1121
          AA |     25,654   -1.650704    1.694353   -8.27275   3.243194
-------------+---------------------------------------------------------
     _est_AA |     25,654           1           0          1          1
      _est_A |     25,654           1           0          1          1
          BB |      1,888   -.8909609    1.288638  -5.171517   2.078011
     _est_BB |     25,654    .0735948    .2611154          0          1
      _est_B |     25,654    .0735948    .2611154          0          1
-------------+---------------------------------------------------------
          CC |     11,201   -.8480025     1.72323  -7.646359   4.316413
     _est_CC |     25,654    .4366181    .4959761          0          1
      _est_C |     25,654    .4366181    .4959761          0          1
          DD |        649    .0659109    1.880875  -6.573257   5.049245
     _est_DD |     25,654    .0252982    .1570324          0          1
-------------+---------------------------------------------------------
      _est_D |     25,654    .0252982    .1570324          0          1
          EE |      4,999   -1.369904    1.372704  -5.841995   2.592092
     _est_EE |     25,654    .1948624    .3961025          0          1
      _est_E |     25,654    .1948624    .3961025          0          1
      _est_Q |     25,654           1           0          1          1
-------------+---------------------------------------------------------
     _est_QQ |     25,654    .5716847    .4948443          0          1

Following variable is string, not included:  
iso_o  iso_d  
tablea2.rtf
dir : seeout

. 
. * Erase unnecessary files
. foreach i in tablea1.txt tablea2.txt{
  2.         erase "`i'"
  3. }

. 
. **********************************************
. *** 4. ANALYSIS USING ANNUAL BANKING INVESTMENT DATA
. 
. use "working_panel.dta", replace

. 
. *** 4A) Regularization and Naturalization extension
. * Regularization 
. ppmlhdfe connections l.(connections lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff  lninstock) regul ,
>  cl(dyad) abs(push iso_d year) 
(dropped 51368 observations that are either singletons or separated by a fixed effect)
Iteration 1:   deviance = 2.5830e+04  eps = .         iters = 5    tol = 1.0e-04  min(eta) =  -5.18  P   
Iteration 2:   deviance = 1.9739e+04  eps = 3.09e-01  iters = 7    tol = 1.0e-04  min(eta) =  -7.07      
Iteration 3:   deviance = 1.8730e+04  eps = 5.38e-02  iters = 6    tol = 1.0e-04  min(eta) =  -8.65      
Iteration 4:   deviance = 1.8644e+04  eps = 4.63e-03  iters = 5    tol = 1.0e-04  min(eta) =  -9.98      
Iteration 5:   deviance = 1.8642e+04  eps = 1.32e-04  iters = 5    tol = 1.0e-04  min(eta) = -10.90      
Iteration 6:   deviance = 1.8642e+04  eps = 4.12e-06  iters = 4    tol = 1.0e-04  min(eta) = -11.21      
Iteration 7:   deviance = 1.8642e+04  eps = 4.34e-08  iters = 3    tol = 1.0e-05  min(eta) = -11.24      
Iteration 8:   deviance = 1.8642e+04  eps = 8.25e-12  iters = 4    tol = 1.0e-07  min(eta) = -11.24   S  
Iteration 9:   deviance = 1.8642e+04  eps = 1.42e-16  iters = 4    tol = 1.0e-09  min(eta) = -11.24   S O
------------------------------------------------------------------------------------------------------------
(legend: p: exact partial-out   s: exact solver   h: step-halving   o: epsilon below tolerance)
Converged in 9 iterations and 43 HDFE sub-iterations (tol = 1.0e-08)

HDFE PPML regression                              No. of obs      =     70,502
Absorbing 3 HDFE groups                           Residual df     =     10,827
Statistics robust to heteroskedasticity           Wald chi2(13)   =    1152.77
Deviance             =  18641.67521               Prob > chi2     =     0.0000
Log pseudolikelihood = -17091.15868               Pseudo R2       =     0.5681

Number of clusters (dyad)   =     10,828
                                     (Std. Err. adjusted for 10,828 clusters in dyad)
-------------------------------------------------------------------------------------
                    |               Robust
        connections |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
--------------------+----------------------------------------------------------------
        connections |
                L1. |   .2774725   .0263851    10.52   0.000     .2257586    .3291864
                    |
            lndistw |
                L1. |  -.8384812   .0563914   -14.87   0.000    -.9490063   -.7279561
                    |
             contig |
                L1. |  -.5384829   .1262646    -4.26   0.000    -.7859569   -.2910089
                    |
        comlang_off |
                L1. |   .3173149   .1094319     2.90   0.004     .1028324    .5317975
                    |
             colony |
                L1. |   .6534851   .1056352     6.19   0.000     .4464439    .8605263
                    |
             comcur |
                L1. |  -.3683881   .1858767    -1.98   0.047    -.7326997   -.0040765
                    |
           comrelig |
                L1. |   1.581374   .2324874     6.80   0.000     1.125707    2.037041
                    |
             comleg |
                L1. |    .228392    .078335     2.92   0.004     .0748581    .3819258
                    |
           rqe_diff |
                L1. |   .5057864   .1353075     3.74   0.000     .2405887    .7709842
                    |
           trade_UN |
                L1. |   .0194888   .0049063     3.97   0.000     .0098726     .029105
                    |
gdppc_constant_diff |
                L1. |  -.0052936   .0110639    -0.48   0.632    -.0269785    .0163913
                    |
          lninstock |
                L1. |   .0753035   .0147821     5.09   0.000     .0463312    .1042758
                    |
     regularization |   .0666035   .0256419     2.60   0.009     .0163464    .1168606
              _cons |   4.204794   .5113968     8.22   0.000     3.202475    5.207113
-------------------------------------------------------------------------------------

Absorbed degrees of freedom:
-----------------------------------------------------+
 Absorbed FE | Categories  - Redundant  = Num. Coefs |
-------------+---------------------------------------|
        push |       306           0         306     |
       iso_d |       120           1         119     |
        year |        14           4          10    ?|
-----------------------------------------------------+
? = number of redundant parameters may be higher

. est store Q 

. * Naturalizations
. ppmlhdfe connections l.(connections lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff  lninstock lnnat)  
> , cl(dyad) abs(push pull) 
(dropped 12234 observations that are either singletons or separated by a fixed effect)
Iteration 1:   deviance = 3.1580e+03  eps = .         iters = 5    tol = 1.0e-04  min(eta) =  -3.91  P   
Iteration 2:   deviance = 2.5154e+03  eps = 2.55e-01  iters = 7    tol = 1.0e-04  min(eta) =  -5.61      
Iteration 3:   deviance = 2.4426e+03  eps = 2.98e-02  iters = 6    tol = 1.0e-04  min(eta) =  -6.76      
Iteration 4:   deviance = 2.4393e+03  eps = 1.36e-03  iters = 5    tol = 1.0e-04  min(eta) =  -7.19      
Iteration 5:   deviance = 2.4393e+03  eps = 1.80e-05  iters = 4    tol = 1.0e-04  min(eta) =  -7.27      
Iteration 6:   deviance = 2.4393e+03  eps = 2.88e-08  iters = 4    tol = 1.0e-05  min(eta) =  -7.27      
Iteration 7:   deviance = 2.4393e+03  eps = 2.02e-13  iters = 3    tol = 1.0e-06  min(eta) =  -7.27   S  
Iteration 8:   deviance = 2.4393e+03  eps = 6.64e-16  iters = 4    tol = 1.0e-09  min(eta) =  -7.27   S O
------------------------------------------------------------------------------------------------------------
(legend: p: exact partial-out   s: exact solver   h: step-halving   o: epsilon below tolerance)
Converged in 8 iterations and 38 HDFE sub-iterations (tol = 1.0e-08)

HDFE PPML regression                              No. of obs      =      7,658
Absorbing 2 HDFE groups                           Residual df     =      1,179
Statistics robust to heteroskedasticity           Wald chi2(13)   =     528.85
Deviance             =  2439.256349               Prob > chi2     =     0.0000
Log pseudolikelihood = -2869.754101               Pseudo R2       =     0.5512

Number of clusters (dyad)   =      1,180
                                      (Std. Err. adjusted for 1,180 clusters in dyad)
-------------------------------------------------------------------------------------
                    |               Robust
        connections |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
--------------------+----------------------------------------------------------------
        connections |
                L1. |   .5837166   .0345859    16.88   0.000     .5159294    .6515037
                    |
            lndistw |
                L1. |  -.6543009   .1582208    -4.14   0.000    -.9644081   -.3441938
                    |
             contig |
                L1. |  -.4676087   .1697207    -2.76   0.006    -.8002551   -.1349623
                    |
        comlang_off |
                L1. |   .0456117   .2338243     0.20   0.845    -.4126755    .5038989
                    |
             colony |
                L1. |  -.5097295   .2254515    -2.26   0.024    -.9516065   -.0678526
                    |
             comcur |
                L1. |   .1472006   .1896398     0.78   0.438    -.2244865    .5188877
                    |
           comrelig |
                L1. |   1.438226   .3501995     4.11   0.000     .7518477    2.124604
                    |
             comleg |
                L1. |  -.0589362   .1253248    -0.47   0.638    -.3045683    .1866958
                    |
           rqe_diff |
                L1. |  -.2497692   .2579839    -0.97   0.333    -.7554082    .2558699
                    |
           trade_UN |
                L1. |    .021478   .0167273     1.28   0.199    -.0113069    .0542629
                    |
gdppc_constant_diff |
                L1. |   .0236076   .0196822     1.20   0.230    -.0149688     .062184
                    |
          lninstock |
                L1. |   .0617315   .0202612     3.05   0.002     .0220203    .1014427
                    |
              lnnat |
                L1. |   .0932343   .0377052     2.47   0.013     .0193335    .1671352
                    |
              _cons |   2.477065   1.253308     1.98   0.048     .0206254    4.933504
-------------------------------------------------------------------------------------

Absorbed degrees of freedom:
-----------------------------------------------------+
 Absorbed FE | Categories  - Redundant  = Num. Coefs |
-------------+---------------------------------------|
        push |       115           0         115     |
        pull |        80           3          77     |
-----------------------------------------------------+

. est store R

. 
. ** Make Table 2
. esttab Q R using table2.rtf,  replace se star(* 0.10 ** 0.05 )  label
(note: file table2.rtf not found)
(output written to table2.rtf)

. 
. 
. *** 4C) Foreign students
. ppmlhdfe connections l.(connections lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff  lninstock lnforeig
> nstudent)  , cl(dyad) abs(push pull) 
(dropped 25887 observations that are either singletons or separated by a fixed effect)
 $$ Stopping (no negative residuals); separation found in 200 observations (3 iterations and 23 subiterations)
(ReLU method dropped 200 separated observations in 3 iterations)
Iteration 1:   deviance = 1.5938e+04  eps = .         iters = 6    tol = 1.0e-04  min(eta) =  -4.59  P   
Iteration 2:   deviance = 1.2410e+04  eps = 2.84e-01  iters = 8    tol = 1.0e-04  min(eta) =  -6.61      
Iteration 3:   deviance = 1.1864e+04  eps = 4.60e-02  iters = 7    tol = 1.0e-04  min(eta) =  -8.26      
Iteration 4:   deviance = 1.1827e+04  eps = 3.13e-03  iters = 6    tol = 1.0e-04  min(eta) =  -8.97      
Iteration 5:   deviance = 1.1827e+04  eps = 4.54e-05  iters = 6    tol = 1.0e-04  min(eta) =  -9.14      
Iteration 6:   deviance = 1.1827e+04  eps = 1.39e-07  iters = 6    tol = 1.0e-05  min(eta) =  -9.16      
Iteration 7:   deviance = 1.1827e+04  eps = 1.37e-11  iters = 4    tol = 1.0e-06  min(eta) =  -9.16   S  
Iteration 8:   deviance = 1.1827e+04  eps = 2.88e-16  iters = 5    tol = 1.0e-08  min(eta) =  -9.16   S  
Iteration 9:   deviance = 1.1827e+04  eps = 1.44e-16  iters = 3    tol = 1.0e-09  min(eta) =  -9.16   S O
------------------------------------------------------------------------------------------------------------
(legend: p: exact partial-out   s: exact solver   h: step-halving   o: epsilon below tolerance)
Converged in 9 iterations and 51 HDFE sub-iterations (tol = 1.0e-08)

HDFE PPML regression                              No. of obs      =     34,716
Absorbing 2 HDFE groups                           Residual df     =      4,981
Statistics robust to heteroskedasticity           Wald chi2(13)   =     877.54
Deviance             =  11826.83243               Prob > chi2     =     0.0000
Log pseudolikelihood = -11633.91399               Pseudo R2       =     0.5646

Number of clusters (dyad)   =      4,982
                                      (Std. Err. adjusted for 4,982 clusters in dyad)
-------------------------------------------------------------------------------------
                    |               Robust
        connections |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
--------------------+----------------------------------------------------------------
        connections |
                L1. |   .2548977   .0249487    10.22   0.000     .2059991    .3037962
                    |
            lndistw |
                L1. |  -.5722628    .061826    -9.26   0.000    -.6934396    -.451086
                    |
             contig |
                L1. |  -.4418313   .1266094    -3.49   0.000    -.6899811   -.1936814
                    |
        comlang_off |
                L1. |  -.0594715   .1115748    -0.53   0.594     -.278154     .159211
                    |
             colony |
                L1. |    .557994   .1052124     5.30   0.000     .3517814    .7642066
                    |
             comcur |
                L1. |  -.4390419   .1984021    -2.21   0.027    -.8279029    -.050181
                    |
           comrelig |
                L1. |   1.229754   .2435596     5.05   0.000     .7523858    1.707122
                    |
             comleg |
                L1. |   .2599327   .0815978     3.19   0.001     .1000039    .4198614
                    |
           rqe_diff |
                L1. |   .2311165   .1694964     1.36   0.173    -.1010904    .5633234
                    |
           trade_UN |
                L1. |   .0215724   .0051891     4.16   0.000      .011402    .0317427
                    |
gdppc_constant_diff |
                L1. |   .0009827    .009768     0.10   0.920    -.0181623    .0201276
                    |
          lninstock |
                L1. |   .0830199   .0159481     5.21   0.000     .0517622    .1142776
                    |
   lnforeignstudent |
                L1. |   .1047833   .0200839     5.22   0.000     .0654195     .144147
                    |
              _cons |   2.156883   .5820589     3.71   0.000     1.016069    3.297698
-------------------------------------------------------------------------------------

Absorbed degrees of freedom:
-----------------------------------------------------+
 Absorbed FE | Categories  - Redundant  = Num. Coefs |
-------------+---------------------------------------|
        push |       279           0         279     |
        pull |       312           6         306     |
-----------------------------------------------------+

. est store T

. ppmlhdfe connections l.(connections lndistw contig comlang_off colony comcur comrel comleg rqe_diff  trade_UN  gdppc_constant_diff  lninstock lnforeig
> nstudent) if lnforeignstudent~=0 , cl(dyad) abs(push pull) 
(dropped 19927 observations that are either singletons or separated by a fixed effect)
(ReLU separation check: maximum number of iterations reached; aborting)
Iteration 1:   deviance = 1.3821e+04  eps = .         iters = 6    tol = 1.0e-04  min(eta) =  -4.48  P   
Iteration 2:   deviance = 1.0836e+04  eps = 2.75e-01  iters = 8    tol = 1.0e-04  min(eta) =  -6.51      
Iteration 3:   deviance = 1.0386e+04  eps = 4.34e-02  iters = 7    tol = 1.0e-04  min(eta) =  -8.15      
Iteration 4:   deviance = 1.0356e+04  eps = 2.91e-03  iters = 8    tol = 1.0e-04  min(eta) =  -9.02      
Iteration 5:   deviance = 1.0355e+04  eps = 9.73e-05  iters = 8    tol = 1.0e-04  min(eta) = -10.06      
Iteration 6:   deviance = 1.0354e+04  eps = 1.98e-05  iters = 11   tol = 1.0e-05  min(eta) = -11.06      
Iteration 7:   deviance = 1.0354e+04  eps = 7.17e-06  iters = 11   tol = 1.0e-05  min(eta) = -12.06      
Iteration 8:   deviance = 1.0354e+04  eps = 2.64e-06  iters = 12   tol = 1.0e-06  min(eta) = -13.06   S  
Iteration 9:   deviance = 1.0354e+04  eps = 8.73e-07  iters = 6    tol = 1.0e-06  min(eta) = -13.98   S  
Iteration 10:  deviance = 1.0354e+04  eps = 4.17e-07  iters = 10   tol = 1.0e-07  min(eta) = -15.04   S  
Iteration 11:  deviance = 1.0354e+04  eps = 1.55e-07  iters = 10   tol = 1.0e-07  min(eta) = -16.04   S  
Iteration 12:  deviance = 1.0354e+04  eps = 3.78e-11  iters = 2    tol = 1.0e-07  min(eta) = -16.04   S  
Iteration 13:  deviance = 1.0354e+04  eps = 5.71e-08  iters = 9    tol = 1.0e-08  min(eta) = -17.04   S  
Iteration 14:  deviance = 1.0354e+04  eps = 2.10e-08  iters = 13   tol = 1.0e-09  min(eta) = -18.04   S  
Iteration 15:  deviance = 1.0354e+04  eps = 7.73e-09  iters = 12   tol = 1.0e-09  min(eta) = -19.04   S O
------------------------------------------------------------------------------------------------------------
(legend: p: exact partial-out   s: exact solver   h: step-halving   o: epsilon below tolerance)
Converged in 15 iterations and 133 HDFE sub-iterations (tol = 1.0e-08)

HDFE PPML regression                              No. of obs      =     28,635
Absorbing 2 HDFE groups                           Residual df     =      4,384
Statistics robust to heteroskedasticity           Wald chi2(13)   =     788.16
Deviance             =  10354.24963               Prob > chi2     =     0.0000
Log pseudolikelihood = -10418.62817               Pseudo R2       =     0.5605

Number of clusters (dyad)   =      4,385
                                      (Std. Err. adjusted for 4,385 clusters in dyad)
-------------------------------------------------------------------------------------
                    |               Robust
        connections |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
--------------------+----------------------------------------------------------------
        connections |
                L1. |   .2540568   .0245654    10.34   0.000     .2059094    .3022042
                    |
            lndistw |
                L1. |  -.5010011   .0632982    -7.91   0.000    -.6250633   -.3769389
                    |
             contig |
                L1. |  -.3991467   .1275505    -3.13   0.002     -.649141   -.1491524
                    |
        comlang_off |
                L1. |  -.1635441    .114459    -1.43   0.153    -.3878796    .0607914
                    |
             colony |
                L1. |   .5258621   .1082933     4.86   0.000     .3136112     .738113
                    |
             comcur |
                L1. |  -.3220731   .2034769    -1.58   0.113    -.7208805    .0767343
                    |
           comrelig |
                L1. |   1.083237   .2624577     4.13   0.000     .5688291    1.597645
                    |
             comleg |
                L1. |    .272972    .084886     3.22   0.001     .1065984    .4393455
                    |
           rqe_diff |
                L1. |    .260647   .1694174     1.54   0.124     -.071405     .592699
                    |
           trade_UN |
                L1. |   .0195342   .0058771     3.32   0.001     .0080153    .0310531
                    |
gdppc_constant_diff |
                L1. |   -.000294   .0108719    -0.03   0.978    -.0216026    .0210145
                    |
          lninstock |
                L1. |   .0842312   .0162319     5.19   0.000     .0524172    .1160452
                    |
   lnforeignstudent |
                L1. |   .1417592   .0231875     6.11   0.000     .0963125    .1872058
                    |
              _cons |   1.371559   .5964489     2.30   0.021     .2025411    2.540578
-------------------------------------------------------------------------------------

Absorbed degrees of freedom:
-----------------------------------------------------+
 Absorbed FE | Categories  - Redundant  = Num. Coefs |
-------------+---------------------------------------|
        push |       273           0         273     |
        pull |       311           4         307     |
-----------------------------------------------------+

. est store U

.  
. ** Make Table A4
. esttab T U using tablea4.rtf,  replace se star(* 0.10 ** 0.05 )  label
(note: file tablea4.rtf not found)
(output written to tablea4.rtf)

. 
. **********************************************
. *** 5. ANALYSIS USING REMITTANCE DATA
. 
. use "remittances.dta", clear

. 
. ** Table A5, Column 1: OLS
. reg lnremit c.lnstock##c.l.connected lndist contig comlang_off comcol lngdpconstant* exchangerate_perusdollar_o inflation_consumerprices_o polity_scor
> e_o totaldisasters_o i.code_o i.code_d i.year, cl(pair)

Linear regression                               Number of obs     =      4,909
                                                F(108, 1025)      =       5.88
                                                Prob > F          =     0.0000
                                                R-squared         =     0.5047
                                                Root MSE          =     .94037

                                             (Std. Err. adjusted for 1,026 clusters in pair)
--------------------------------------------------------------------------------------------
                           |               Robust
                   lnremit |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
                   lnstock |    .162809   .0233344     6.98   0.000     .1170203    .2085977
                           |
                 connected |
                       L1. |   .9297662   .2478933     3.75   0.000     .4433299    1.416202
                           |
    c.lnstock#cL.connected |  -.1211696   .0365513    -3.32   0.001    -.1928935   -.0494457
                           |
                    lndist |  -.3581078   .0886951    -4.04   0.000    -.5321526    -.184063
                    contig |  -.9271749   .2387597    -3.88   0.000    -1.395689   -.4586612
               comlang_off |   .1166854    .249551     0.47   0.640    -.3730039    .6063747
                    comcol |   .3888495   .3567023     1.09   0.276    -.3111006      1.0888
           lngdpconstant_o |   .5029982   .3132387     1.61   0.109    -.1116641     1.11766
           lngdpconstant_d |   .8554231   .2989074     2.86   0.004     .2688827    1.441964
exchangerate_perusdollar_o |   .0002259   .0000796     2.84   0.005     .0000697    .0003821
inflation_consumerprices_o |   .0010798   .0026302     0.41   0.682    -.0040814     .006241
            polity_score_o |   .0301297   .0078863     3.82   0.000     .0146546    .0456048
          totaldisasters_o |   .0225064   .0061461     3.66   0.000      .010446    .0345669
                           |
                    code_o |
                      ARM  |   .3955751   .2190058     1.81   0.071    -.0341759    .8253261
                      BGD  |  -.1160503   .7031334    -0.17   0.869    -1.495796    1.263695
                      BGR  |  -.9994046   .4984827    -2.00   0.045    -1.977568   -.0212414
                      BLR  |  -.8194901   .5205817    -1.57   0.116    -1.841018    .2020376
                      BOL  |   .6739944   .2909168     2.32   0.021     .1031339    1.244855
                      BRA  |  -1.916709   1.687857    -1.14   0.256    -5.228758    1.395341
                      CHN  |  -2.928024   1.835555    -1.60   0.111    -6.529899     .673851
                      COL  |  -1.426177   1.046891    -1.36   0.173    -3.480471    .6281174
                      CRI  |    .208647    .440478     0.47   0.636    -.6556947    1.072989
                      DOM  |   .0504755   .5335074     0.09   0.925    -.9964159    1.097367
                      DZA  |  -1.082744   .8661793    -1.25   0.212    -2.782431    .6169432
                      ECU  |  -5.502359   2.052304    -2.68   0.007    -9.529555   -1.475162
                      EGY  |  -.5817726    .909639    -0.64   0.523     -2.36674    1.203195
                      GEO  |   .1719199   .1865252     0.92   0.357     -.194095    .5379348
                      GHA  |  -.0715215    .373182    -0.19   0.848    -.8038095    .6607665
                      GTM  |   .3140343   .4916568     0.64   0.523    -.6507345    1.278803
                      HRV  |    .200651   .5853077     0.34   0.732    -.9478872    1.349189
                      IDN  |  -3.429109   1.480317    -2.32   0.021    -6.333907   -.5243113
                      ISR  |  -1.087282   .9820893    -1.11   0.269    -3.014417    .8398535
                      JOR  |   .2392606   .2922256     0.82   0.413    -.3341681    .8126893
                      KAZ  |  -.4022719   .7940001    -0.51   0.613    -1.960323    1.155779
                      LBY  |  -.1732202   .6097837    -0.28   0.776    -1.369787    1.023347
                      MAR  |   .3428743   .6965229     0.49   0.623    -1.023899    1.709648
                      MDA  |   1.038075   .2828492     3.67   0.000     .4830449    1.593104
                      MKD  |   .7086005   .1643679     4.31   0.000     .3860644    1.031137
                      NGA  |   -1.39831   1.061229    -1.32   0.188     -3.48074    .6841205
                      PAK  |  -1.008163   .8906735    -1.13   0.258    -2.755915    .7395887
                      PAN  |   .5110124    .329301     1.55   0.121    -.1351688    1.157193
                      PER  |  -.4924972   .8064023    -0.61   0.542    -2.074885    1.089891
                      PHL  |   .2696215   .8814426     0.31   0.760    -1.460017     1.99926
                      RUS  |  -2.619289   1.546205    -1.69   0.091    -5.653378    .4147997
                      SLV  |   .6467153   .3176017     2.04   0.042     .0234915    1.269939
                      SVN  |   -.474619   .5010582    -0.95   0.344    -1.457836    .5085981
                      THA  |  -.4250199   1.069005    -0.40   0.691    -2.522709    1.672669
                      TUN  |   .6824833   .4552134     1.50   0.134    -.2107734     1.57574
                      UKR  |  -1.183216   .9418672    -1.26   0.209    -3.031424    .6649922
                      USA  |  -4.198306   2.312288    -1.82   0.070    -8.735665    .3390537
                           |
                    code_d |
                      AUS  |  -1.095837   .7719797    -1.42   0.156    -2.610678    .4190043
                      AUT  |  -1.114365    .575293    -1.94   0.053    -2.243251    .0145219
                      BEL  |  -1.345094   .5424266    -2.48   0.013    -2.409487   -.2807003
                      BHR  |   1.925751   .9897445     1.95   0.052    -.0164061    3.867908
                      BLR  |   1.142938   .8217233     1.39   0.165    -.4695138     2.75539
                      CAN  |  -2.112642   .8235221    -2.57   0.010    -3.728624   -.4966606
                      CHE  |  -.4683137   .6634942    -0.71   0.480    -1.770276    .8336484
                      CIV  |   1.126582   .8725227     1.29   0.197     -.585553    2.838717
                      CYP  |   1.489063   .9286278     1.60   0.109    -.3331656    3.311292
                      CZE  |  -.8975726   .5368133    -1.67   0.095    -1.950951    .1558059
                      DEU  |  -2.783687   .8911428    -3.12   0.002    -4.532359   -1.035014
                      DNK  |  -.9061396   .5465108    -1.66   0.098    -1.978547    .1662682
                      ESP  |   -2.13868   .7126928    -3.00   0.003    -3.537184   -.7401768
                      EST  |   1.714767   .9795865     1.75   0.080    -.2074567    3.636992
                      FIN  |  -1.192603   .5298808    -2.25   0.025    -2.232378   -.1528276
                      FRA  |  -2.664034    .861956    -3.09   0.002    -4.355434   -.9726343
                      GBR  |  -2.132036   .8908028    -2.39   0.017    -3.880042   -.3840309
                      GRC  |  -.9310671   .5212498    -1.79   0.074    -1.953906    .0917714
                      HRV  |   .2297697   .7053642     0.33   0.745    -1.154353    1.613893
                      HUN  |   .5267317   .5906338     0.89   0.373    -.6322578    1.685721
                      IRL  |  -.2728905   .5267428    -0.52   0.605    -1.306508    .7607269
                      IRQ  |   .3180761    .614473     0.52   0.605    -.8876926    1.523845
                      ISR  |  -.4378293   .6625255    -0.66   0.509     -1.73789    .8622319
                      ITA  |  -2.561103    .812991    -3.15   0.002     -4.15642   -.9657861
                      JPN  |  -2.156009   1.127318    -1.91   0.056    -4.368123     .056106
                      KGZ  |   3.146072   1.384504     2.27   0.023     .4292862    5.862857
                      KOR  |  -1.918706   .7910435    -2.43   0.015    -3.470956   -.3664567
                      KWT  |   .6478879   .8682279     0.75   0.456    -1.055819    2.351595
                      LTU  |   1.343322   .8444835     1.59   0.112    -.3137924    3.000436
                      LUX  |   .4621615   .7347688     0.63   0.529    -.9796616    1.903984
                      LVA  |   1.830895   .9392735     1.95   0.052    -.0122234    3.674014
                      MAR  |    .732998   .6698685     1.09   0.274    -.5814722    2.047468
                      MKD  |   1.999694   1.201357     1.66   0.096    -.3577049    4.357094
                      MLT  |   1.974141   1.181228     1.67   0.095    -.3437598    4.292041
                      MYS  |   .7743361   .5856378     1.32   0.186    -.3748498    1.923522
                      NLD  |  -1.727985   .6139654    -2.81   0.005    -2.932758   -.5232124
                      NOR  |  -1.038614   .5553088    -1.87   0.062    -2.128286    .0510578
                      NZL  |  -.1684776   .6433676    -0.26   0.793    -1.430946     1.09399
                      OMN  |    1.12149   .8691787     1.29   0.197    -.5840833    2.827063
                      POL  |  -.9932391   .5711479    -1.74   0.082    -2.113992    .1275136
                      PRT  |  -.4934606    .521234    -0.95   0.344    -1.516268    .5293471
                      RWA  |   3.510318   1.401672     2.50   0.012     .7598439    6.260793
                      SAU  |   .3156257    .888488     0.36   0.722    -1.427838    2.059089
                      SGP  |   .7083703   .6852691     1.03   0.302    -.6363203    2.053061
                      SVK  |   .1566734   .6825577     0.23   0.818    -1.182697    1.496044
                      SVN  |   1.166295   .7724969     1.51   0.131    -.3495609    2.682151
                      SWE  |  -1.208382   .5801121    -2.08   0.037    -2.346725   -.0700391
                      TUR  |  -1.407688   .6287922    -2.24   0.025    -2.641555   -.1738205
                      USA  |  -1.565131   1.387088    -1.13   0.259    -4.286987    1.156725
                           |
                      year |
                     1997  |  -.0943731   .0411419    -2.29   0.022    -.1751051   -.0136411
                     1998  |   -.092409   .0540376    -1.71   0.088    -.1984459     .013628
                     1999  |  -.1282763    .071086    -1.80   0.071     -.267767    .0112144
                     2000  |  -.1697804   .0894076    -1.90   0.058    -.3452232    .0056624
                     2001  |  -.1331144   .1063855    -1.25   0.211    -.3418727    .0756439
                     2002  |  -.1183863   .1166341    -1.02   0.310    -.3472551    .1104826
                     2003  |  -.0920293   .1248585    -0.74   0.461    -.3370368    .1529782
                     2004  |  -.1852297   .1452896    -1.27   0.203    -.4703287    .0998693
                     2005  |  -.4499363   .1710831    -2.63   0.009    -.7856494   -.1142233
                           |
                     _cons |  -31.62565    11.0181    -2.87   0.004    -53.24626   -10.00504
--------------------------------------------------------------------------------------------

. est store A

. 
. ** Figure A3
. margins if e(sample), at(lnstock=(0(1)10) l.connected=(0 1)) 

Predictive margins                              Number of obs     =      4,909
Model VCE    : Robust

Expression   : Linear prediction, predict()

1._at        : lnstock         =           0
               L.connected     =           0

2._at        : lnstock         =           0
               L.connected     =           1

3._at        : lnstock         =           1
               L.connected     =           0

4._at        : lnstock         =           1
               L.connected     =           1

5._at        : lnstock         =           2
               L.connected     =           0

6._at        : lnstock         =           2
               L.connected     =           1

7._at        : lnstock         =           3
               L.connected     =           0

8._at        : lnstock         =           3
               L.connected     =           1

9._at        : lnstock         =           4
               L.connected     =           0

10._at       : lnstock         =           4
               L.connected     =           1

11._at       : lnstock         =           5
               L.connected     =           0

12._at       : lnstock         =           5
               L.connected     =           1

13._at       : lnstock         =           6
               L.connected     =           0

14._at       : lnstock         =           6
               L.connected     =           1

15._at       : lnstock         =           7
               L.connected     =           0

16._at       : lnstock         =           7
               L.connected     =           1

17._at       : lnstock         =           8
               L.connected     =           0

18._at       : lnstock         =           8
               L.connected     =           1

19._at       : lnstock         =           9
               L.connected     =           0

20._at       : lnstock         =           9
               L.connected     =           1

21._at       : lnstock         =          10
               L.connected     =           0

22._at       : lnstock         =          10
               L.connected     =           1

------------------------------------------------------------------------------
             |            Delta-method
             |     Margin   Std. Err.      t    P>|t|     [95% Conf. Interval]
-------------+----------------------------------------------------------------
         _at |
          1  |  -.2738998   .1166974    -2.35   0.019    -.5028929   -.0449068
          2  |   .6558663   .2483101     2.64   0.008     .1686121    1.143121
          3  |  -.1110908   .0943738    -1.18   0.239    -.2962787     .074097
          4  |   .6975057   .2240125     3.11   0.002     .2579302    1.137081
          5  |   .0517182   .0726879     0.71   0.477    -.0909159    .1943522
          6  |   .7391452   .2043149     3.62   0.000      .338222    1.140068
          7  |   .2145272    .052437     4.09   0.000     .1116311    .3174232
          8  |   .7807846   .1906482     4.10   0.000     .4066791     1.15489
          9  |   .3773362   .0361211    10.45   0.000     .3064564    .4482159
         10  |    .822424   .1843588     4.46   0.000     .4606601    1.184188
         11  |   .5401452    .030803    17.54   0.000     .4797011    .6005892
         12  |   .8640634   .1861957     4.64   0.000      .498695    1.229432
         13  |   .7029542    .041011    17.14   0.000     .6224791    .7834293
         14  |   .9057028   .1959305     4.62   0.000      .521232    1.290173
         15  |   .8657632   .0591943    14.63   0.000     .7496072    .9819191
         16  |   .9473422   .2124804     4.46   0.000     .5303959    1.364288
         17  |   1.028572   .0800939    12.84   0.000     .8714055    1.185739
         18  |   .9889816   .2344063     4.22   0.000     .5290105    1.448953
         19  |   1.191381   .1020543    11.67   0.000      .991122     1.39164
         20  |   1.030621   .2603535     3.96   0.000     .5197342    1.541508
         21  |    1.35419   .1245155    10.88   0.000     1.109856    1.598525
         22  |    1.07226   .2892418     3.71   0.000     .5046866    1.639834
------------------------------------------------------------------------------

. set scheme plotplain

. marginsplot, plot( , label("Banking Investment = 0" "Banking Investment = 1"))

  Variables that uniquely identify margins: lnstock L.connected

. graph export figurea3.eps, replace
(note: file figurea3.eps not found)
(file figurea3.eps written in EPS format)

. 
. 
. ** Table A5, Column 2: Poisson
. ppmlhdfe remittances c.lnstock##c.l.connected lndist contig comlang_off comcol  lngdpconstant* exchangerate_perusdollar_o inflation_consumerprices_o p
> olity_score_o totaldisasters_o, cl(dyad) abs(code_o code_d year)
(dropped 281 observations that are either singletons or separated by a fixed effect)
Iteration 1:   deviance = 1.5420e+05  eps = .         iters = 7    tol = 1.0e-04  min(eta) =  -6.31  P   
Iteration 2:   deviance = 9.0110e+04  eps = 7.11e-01  iters = 6    tol = 1.0e-04  min(eta) =  -8.81      
Iteration 3:   deviance = 6.8760e+04  eps = 3.10e-01  iters = 5    tol = 1.0e-04  min(eta) = -12.49      
Iteration 4:   deviance = 6.1502e+04  eps = 1.18e-01  iters = 6    tol = 1.0e-04  min(eta) = -16.94      
Iteration 5:   deviance = 6.0135e+04  eps = 2.27e-02  iters = 6    tol = 1.0e-04  min(eta) = -18.53      
Iteration 6:   deviance = 5.9945e+04  eps = 3.18e-03  iters = 6    tol = 1.0e-04  min(eta) = -18.83      
Iteration 7:   deviance = 5.9910e+04  eps = 5.81e-04  iters = 5    tol = 1.0e-04  min(eta) = -19.33      
Iteration 8:   deviance = 5.9902e+04  eps = 1.22e-04  iters = 5    tol = 1.0e-04  min(eta) = -20.17      
Iteration 9:   deviance = 5.9901e+04  eps = 2.17e-05  iters = 2    tol = 1.0e-04  min(eta) = -20.81      
Iteration 10:  deviance = 5.9901e+04  eps = 2.68e-06  iters = 3    tol = 1.0e-05  min(eta) = -21.12   S  
Iteration 11:  deviance = 5.9901e+04  eps = 1.59e-07  iters = 3    tol = 1.0e-06  min(eta) = -21.19   S  
Iteration 12:  deviance = 5.9901e+04  eps = 1.93e-09  iters = 4    tol = 1.0e-07  min(eta) = -21.19   S  
Iteration 13:  deviance = 5.9901e+04  eps = 4.88e-13  iters = 4    tol = 1.0e-08  min(eta) = -21.19   S  
Iteration 14:  deviance = 5.9901e+04  eps = 5.65e-15  iters = 2    tol = 1.0e-09  min(eta) = -21.19   S O
------------------------------------------------------------------------------------------------------------
(legend: p: exact partial-out   s: exact solver   h: step-halving   o: epsilon below tolerance)
Converged in 14 iterations and 64 HDFE sub-iterations (tol = 1.0e-08)

HDFE PPML regression                              No. of obs      =      4,628
Absorbing 3 HDFE groups                           Residual df     =        953
Statistics robust to heteroskedasticity           Wald chi2(13)   =     519.18
Deviance             =   59901.0119               Prob > chi2     =     0.0000
Log pseudolikelihood = -32332.39337               Pseudo R2       =     0.9109

Number of clusters (dyadiso)=        954
                                            (Std. Err. adjusted for 954 clusters in dyadiso)
--------------------------------------------------------------------------------------------
                           |               Robust
               remittances |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
                   lnstock |   .7326347   .0920703     7.96   0.000     .5521803    .9130892
                           |
                 connected |
                       L1. |   14.84444   4.890673     3.04   0.002     5.258895    24.42998
                           |
    c.lnstock#cL.connected |  -1.422101   .4287143    -3.32   0.001    -2.262366   -.5818368
                           |
                    lndist |  -.5375463   .2444267    -2.20   0.028    -1.016614   -.0584787
                    contig |    .586854   .5883082     1.00   0.319    -.5662088    1.739917
               comlang_off |   .6867448   .2944499     2.33   0.020     .1096337    1.263856
                    comcol |   .5141956   .3795116     1.35   0.175    -.2296335    1.258025
           lngdpconstant_o |   4.575055   2.069484     2.21   0.027     .5189401     8.63117
           lngdpconstant_d |   .6378812   1.236112     0.52   0.606    -1.784853    3.060616
exchangerate_perusdollar_o |   .0000701   .0003081     0.23   0.820    -.0005337    .0006739
inflation_consumerprices_o |   .0535954   .0171832     3.12   0.002     .0199169    .0872738
            polity_score_o |   .1375981   .0684772     2.01   0.044     .0033853    .2718109
          totaldisasters_o |  -.0021754   .0179967    -0.12   0.904    -.0374484    .0330975
                     _cons |  -133.3247   64.12277    -2.08   0.038    -259.0031   -7.646429
--------------------------------------------------------------------------------------------

Absorbed degrees of freedom:
-----------------------------------------------------+
 Absorbed FE | Categories  - Redundant  = Num. Coefs |
-------------+---------------------------------------|
      code_o |        34           0          34     |
      code_d |        49           1          48     |
        year |        10           1           9    ?|
-----------------------------------------------------+
? = number of redundant parameters may be higher

. est store B

. 
. ** Table A5, Column 3: Tobit
. tobit remittances c.lnstock##c.l.connected lndist contig comlang_off comcol  lngdpconstant* exchangerate_perusdollar_o inflation_consumerprices_o poli
> ty_score_o totaldisasters_o i.code_o i.code_d i.year, vce(robust)

Iteration 0:   log pseudolikelihood =  -32490.84  
Iteration 1:   log pseudolikelihood =  -32490.84  

Tobit regression                                Number of obs     =      4,909
                                                   Uncensored     =      4,909
Limits: lower = -inf                               Left-censored  =          0
        upper = +inf                               Right-censored =          0

                                                F( 108,   4801)   =       2.47
                                                Prob > F          =     0.0000
Log pseudolikelihood =  -32490.84               Pseudo R2         =     0.0194

--------------------------------------------------------------------------------------------
                           |               Robust
               remittances |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
                   lnstock |   6.348205   1.021459     6.21   0.000     4.345677    8.350733
                           |
                 connected |
                       L1. |   24.71711   7.050944     3.51   0.000     10.89403    38.54019
                           |
    c.lnstock#cL.connected |  -6.850735   1.393511    -4.92   0.000    -9.582654   -4.118815
                           |
                    lndist |  -21.52495   5.863827    -3.67   0.000    -33.02074   -10.02916
                    contig |  -52.57801   9.801417    -5.36   0.000    -71.79327   -33.36274
               comlang_off |   136.5364   45.98294     2.97   0.003     46.38879    226.6841
                    comcol |  -9.027317   9.136999    -0.99   0.323    -26.94002    8.885388
           lngdpconstant_o |   11.11913   46.26168     0.24   0.810    -79.57496    101.8132
           lngdpconstant_d |   32.09927   27.78177     1.16   0.248    -22.36573    86.56427
exchangerate_perusdollar_o |   .0031461   .0181095     0.17   0.862    -.0323567     .038649
inflation_consumerprices_o |   .8491787   .7338286     1.16   0.247    -.5894617    2.287819
            polity_score_o |   .2668301    1.87282     0.14   0.887    -3.404754    3.938415
          totaldisasters_o |   .0301898   2.107233     0.01   0.989    -4.100952    4.161332
                           |
                    code_o |
                      ARM  |   15.60678   16.85888     0.93   0.355    -17.44434     48.6579
                      BGD  |   33.88416   106.4357     0.32   0.750    -174.7785    242.5468
                      BGR  |  -25.25388   71.14078    -0.35   0.723    -164.7224    114.2146
                      BLR  |  -40.27429   75.27091    -0.54   0.593    -187.8398    107.2912
                      BOL  |   35.85935   33.34254     1.08   0.282    -29.50731     101.226
                      BRA  |  -38.86563   250.1979    -0.16   0.877    -529.3682    451.6369
                      CHN  |    -38.706   281.3675    -0.14   0.891    -590.3152    512.9032
                      COL  |  -15.55509   161.0017    -0.10   0.923    -331.1921    300.0819
                      CRI  |    12.6567   62.73964     0.20   0.840    -110.3418    135.6551
                      DOM  |   25.07008   80.46701     0.31   0.755    -132.6821    182.8223
                      DZA  |  -42.82729   126.3901    -0.34   0.735    -290.6098    204.9552
                      ECU  |   -66.4497   459.3721    -0.14   0.885    -967.0296    834.1302
                      EGY  |  -38.21905   131.7627    -0.29   0.772    -296.5344    220.0963
                      GEO  |   7.537963   7.097114     1.06   0.288    -6.375633    21.45156
                      GHA  |  -7.351754   46.71132    -0.16   0.875    -98.92735    84.22384
                      GTM  |   56.33856   81.95479     0.69   0.492    -104.3304    217.0075
                      HRV  |   -20.6905   85.34261    -0.24   0.808    -188.0011    146.6201
                      IDN  |  -33.68803   267.1549    -0.13   0.900    -557.4341    490.0581
                      ISR  |  -27.67174   143.2766    -0.19   0.847    -308.5595     253.216
                      JOR  |    12.0267   35.17446     0.34   0.732    -56.93137    80.98477
                      KAZ  |  -16.35361   110.3942    -0.15   0.882    -232.7769    200.0697
                      LBY  |   3.898418    84.7102     0.05   0.963    -162.1724    169.9692
                      MAR  |  -8.292747   96.70505    -0.09   0.932     -197.879    181.2935
                      MDA  |  -2.837463   32.44276    -0.09   0.930    -66.44015    60.76522
                      MKD  |   1.153592   9.506569     0.12   0.903    -17.48364    19.79082
                      NGA  |  -32.98265    154.448    -0.21   0.831    -335.7715    269.8062
                      PAK  |  -21.36057   130.0848    -0.16   0.870    -276.3863    233.6652
                      PAN  |   26.18987   44.67072     0.59   0.558    -61.38521     113.765
                      PER  |   7.993795   119.5827     0.07   0.947    -226.4431    242.4307
                      PHL  |   71.07392   136.7604     0.52   0.603     -197.039    339.1869
                      RUS  |  -57.74325   228.8107    -0.25   0.801    -506.3172    390.8307
                      SLV  |    65.7881   57.46024     1.14   0.252    -46.86031    178.4365
                      SVN  |  -19.16143   75.44774    -0.25   0.800    -167.0736    128.7507
                      THA  |  -4.310187   162.6917    -0.03   0.979    -323.2604      314.64
                      TUN  |  -31.33957   63.78894    -0.49   0.623    -156.3951    93.71599
                      UKR  |  -40.82779   121.1798    -0.34   0.736    -278.3957    196.7401
                      USA  |  -68.17519   352.5328    -0.19   0.847     -759.301    622.9506
                           |
                    code_d |
                      AUS  |  -78.44612    44.1524    -1.78   0.076     -165.005     8.11281
                      AUT  |  -55.05874   17.07108    -3.23   0.001    -88.52589    -21.5916
                      BEL  |  -57.31965   21.12401    -2.71   0.007    -98.73238   -15.90691
                      BHR  |   58.52852   71.19723     0.82   0.411    -81.05068    198.1077
                      BLR  |   66.30899   54.49884     1.22   0.224    -40.53371    173.1517
                      CAN  |  -108.3057   56.73063    -1.91   0.056    -219.5238    2.912294
                      CHE  |   -65.3563   26.34564    -2.48   0.013    -117.0058   -13.70678
                      CIV  |   63.23363   62.61112     1.01   0.313    -59.51286    185.9801
                      CYP  |    66.6141   69.26938     0.96   0.336    -69.18563    202.4138
                      CZE  |   -19.1913   14.85373    -1.29   0.196    -48.31142     9.92882
                      DEU  |  -111.2217   72.13082    -1.54   0.123    -252.6312    30.18776
                      DNK  |  -40.22204   14.57425    -2.76   0.006    -68.79425   -11.64983
                      ESP  |  -109.1303    51.0404    -2.14   0.033    -209.1928   -9.067677
                      EST  |   88.64895   73.31391     1.21   0.227     -55.0799    232.3778
                      FIN  |  -24.82123   11.73249    -2.12   0.034    -47.82228   -1.820176
                      FRA  |  -94.02503   67.33934    -1.40   0.163     -226.041    37.99093
                      GBR  |   -103.278   66.71311    -1.55   0.122    -234.0662     27.5103
                      GRC  |  -29.18719    13.8117    -2.11   0.035    -56.26445   -2.109936
                      HRV  |   20.77457   42.22831     0.49   0.623    -62.01227    103.5614
                      HUN  |   31.26291   23.63836     1.32   0.186    -15.07911    77.60493
                      IRL  |  -22.98925   12.86444    -1.79   0.074    -48.20946    2.230949
                      IRQ  |   21.04325   24.77049     0.85   0.396    -27.51826    69.60475
                      ISR  |  -29.56517     14.954    -1.98   0.048    -58.88186   -.2484859
                      ITA  |  -97.46403   61.34943    -1.59   0.112     -217.737    22.80897
                      JPN  |  -55.14433   91.11828    -0.61   0.545    -233.7779    123.4892
                      KGZ  |   140.0415   114.6112     1.22   0.222    -84.64891    364.7319
                      KOR  |  -46.53222   37.69579    -1.23   0.217    -120.4332    27.36881
                      KWT  |   30.08537   30.29019     0.99   0.321    -29.29729    89.46802
                      LTU  |   65.17496   59.26627     1.10   0.272    -51.01408     181.364
                      LUX  |   23.09362   46.33782     0.50   0.618    -67.74975     113.937
                      LVA  |   83.72343   69.95048     1.20   0.231    -53.41157    220.8584
                      MAR  |   41.38691   34.29084     1.21   0.228    -25.83885    108.6127
                      MKD  |   93.80288   95.81689     0.98   0.328    -94.04213    281.6479
                      MLT  |   74.05896   92.51826     0.80   0.423    -107.3192    255.4371
                      MYS  |   33.33373    18.0367     1.85   0.065    -2.026472    68.69394
                      NLD  |  -64.71013    33.8331    -1.91   0.056    -131.0385    1.618251
                      NOR  |  -44.90939   18.96749    -2.37   0.018    -82.09436   -7.724423
                      NZL  |  -2.890949   21.78522    -0.13   0.894    -45.59997    39.81807
                      OMN  |   34.29941   45.08739     0.76   0.447    -54.09254    122.6914
                      POL  |     -17.09   18.33346    -0.93   0.351    -53.03199    18.85199
                      PRT  |  -11.28751   12.60074    -0.90   0.370    -35.99074    13.41572
                      RWA  |   132.8834   114.9213     1.16   0.248      -92.415    358.1817
                      SAU  |   166.6753   52.84421     3.15   0.002     63.07641    270.2742
                      SGP  |   6.457569   16.21639     0.40   0.690    -25.33399    38.24913
                      SVK  |   22.75253   37.61685     0.60   0.545    -50.99372    96.49879
                      SVN  |   52.10102   49.94858     1.04   0.297    -45.82109    150.0231
                      SWE  |    -56.047   20.45582    -2.74   0.006    -96.14979   -15.94421
                      TUR  |  -37.52481   29.22798    -1.28   0.199    -94.82505    19.77542
                      USA  |   511.0079   164.1228     3.11   0.002     189.2521    832.7638
                           |
                      year |
                     1997  |   7.519424   22.45822     0.33   0.738    -36.50898    51.54783
                     1998  |   16.25923   27.07716     0.60   0.548    -36.82441    69.34288
                     1999  |   15.17882   18.62666     0.81   0.415    -21.33796    51.69561
                     2000  |   10.71438   21.57685     0.50   0.620    -31.58613     53.0149
                     2001  |   12.80168   18.65285     0.69   0.493    -23.76646    49.36981
                     2002  |   15.72675   20.54402     0.77   0.444    -24.54895    56.00244
                     2003  |   15.66398   21.94018     0.71   0.475    -27.34882    58.67677
                     2004  |   20.30448   25.14872     0.81   0.419    -28.99855     69.6075
                     2005  |   8.395977    25.3958     0.33   0.741    -41.39144    58.18339
                           |
                     _cons |  -971.4661       1370    -0.71   0.478    -3657.294    1714.362
---------------------------+----------------------------------------------------------------
         var(e.remittances)|   32839.16   8766.451                      19458.33    55421.54
--------------------------------------------------------------------------------------------

. est store C

. 
. ** Make Table A5
. esttab A B C using tablea5.rtf,  replace se star(* 0.10 ** 0.05 )  label nobaselevels drop(*code* *year*)
(note: file tablea5.rtf not found)
(output written to tablea5.rtf)

. 
end of do-file

. log close
      name:  <unnamed>
       log:  /Users/AZeitz/Dropbox/Cross-Border Banking/Drafts/Sep 2020 - ISQ Final Submission/Replication Files/Zeitz&Leblang - Migrants Financial Glob
> alization.log
  log type:  text
 closed on:   5 Oct 2020, 10:39:58
--------------------------------------------------------------------------------------------------------------------------------------------------------
